{"slug":"abridge","name":"Abridge","category":"Specialized verticals","score":53,"tier":"FADING","summary":"Public-surface review of Abridge","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/abridge/","scorecard_url":"https://hlido.eu/data/scorecards/abridge.json","attestation_url":"https://hlido.eu/proof/abridge/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Enterprise-grade AI for clinical conversations—trusted by the largest healthcare systems.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The presence of a 'LOGIN' link on the homepage indicates that access to documentation or live demo may require login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Abridge is rapidly becoming the platform of choice for enterprise-wide deployment at leading healthcare systems across the country, including Johns Hopkins Medicine, Corewell Health, Deaconess Health…","source_surface":"docs"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Abridge is the only company that maps AI-generated summaries to ground truth, helping providers quickly trust and verify the output.","source_surface":"docs"}]}
{"slug":"activepieces","name":"Activepieces","category":"Workflow & Automation","score":90,"tier":"VITAL","summary":"Public-surface review of Activepieces","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/activepieces/","scorecard_url":"https://hlido.eu/data/scorecards/activepieces.json","attestation_url":"https://hlido.eu/proof/activepieces/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"AI-first automation for every team · Activepieces","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The documentation is accessible without login at https://www.activepieces.com/docs/getting-started/introduction.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"696+ INTEGRATIONS","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Self-hosted and network-gapped for maximum security and control over your data.","source_surface":"docs"}]}
{"slug":"ada-cx","name":"Ada","category":"Customer Experience","score":78,"tier":"STEADY","summary":"Public-surface review of Ada","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/ada-cx/","scorecard_url":"https://hlido.eu/data/scorecards/ada-cx.json","attestation_url":"https://hlido.eu/proof/ada-cx/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"AI customer service agents that resolve, act, and continuously improve. Designed for scale. Trusted by global brands.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Documentation and resources are accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Seamlessly connect your AI agent with your customer service tech stack.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"HIPAA, SOC2, GDPR, AIUC-1 compliance safeguard sensitive data with industry-leading security practices.\"","source_surface":"homepage"}]}
{"slug":"adobe-firefly","name":"Adobe Firefly","category":"AI Agent","score":53,"tier":"FADING","summary":"Public-surface review of Adobe Firefly","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/adobe-firefly/","scorecard_url":"https://hlido.eu/data/scorecards/adobe-firefly.json","attestation_url":"https://hlido.eu/proof/adobe-firefly/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Your AI-powered creative space","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"agent-ai","name":"Agent.ai","category":"AI Agent","score":78,"tier":"STEADY","summary":"Public-surface review of Agent.ai","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/agent-ai/","scorecard_url":"https://hlido.eu/data/scorecards/agent-ai.json","attestation_url":"https://hlido.eu/proof/agent-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The homepage states, \"Agent.ai | The #1 Professional Network for AI Agents\" and \"Discover, use and build agents to create your personal AI agent team.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Resources include links to 'Documentation' and 'Community' accessible without login.","source_surface":"integrations"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"agentgpt","name":"AgentGPT","category":"Coding","score":53,"tier":"FADING","summary":"Public-surface review of AgentGPT","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/agentgpt/","scorecard_url":"https://hlido.eu/data/scorecards/agentgpt.json","attestation_url":"https://hlido.eu/proof/agentgpt/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Welcome to AgentGPT 🤖 allows you to configure and deploy Autonomous AI agents.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, only links to Templates, Help, and Settings.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"To learn more about AgentGPT, its roadmap, FAQ, etc, visit the AgentGPT's Documentation","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"agentmail","name":"agentmail","category":"AI Agent","score":53,"tier":"FADING","summary":"{\"strategic_alpha\":{\"predicted\":75,\"reasoning\":\"Real infrastructure gap — agents need email and no prior solution was agent-native. $6M seed + YC validates market. MCP server shows framework-thinking. Differentiated from generic SMTP tools.\"},\"execution_grit\":{\"predicted\":70,\"reasoning\":\"Public API docs, free tier testable without enterprise gate, real-time events verifiable via webhook test. SOC 2 Type II is credible trust signal. Claims concrete and checkable.\"},\"craft_and_soul\":{\"predicted\":65,\"reasoning\":\"Developer-first product with clean API design. agentmail.to docs site likely well-structured (YC-backed teams usually execute on DX). No fluff — functional focus.\"},\"value_signal\":{\"predicted\":65,\"reasoning\":\"Free tier with 3 inboxes is genuine entry point. $20/mo for 10 inboxes is fair for infra service. Pricing is public and transparent — good score.\"}}","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/agentmail/","scorecard_url":"https://hlido.eu/data/scorecards/agentmail.json","attestation_url":"https://hlido.eu/proof/agentmail/","last_tested":"2026-05-01"}
{"slug":"agentpulse-by-rectify","name":"agentpulse-by-rectify","category":"Workflow & Automation","score":40,"tier":"FADING","summary":"Public-surface review of agentpulse-by-rectify.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/agentpulse-by-rectify/","scorecard_url":"https://hlido.eu/data/scorecards/agentpulse-by-rectify.json","attestation_url":"https://hlido.eu/proof/agentpulse-by-rectify/","last_tested":"2026-05-01"}
{"slug":"agentrunner","name":"AgentRunner","category":"Productivity","score":50,"tier":"FADING","summary":"AgentRunner should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/agentrunner/","scorecard_url":"https://hlido.eu/data/scorecards/agentrunner.json","attestation_url":"https://hlido.eu/proof/agentrunner/","last_tested":"2026-05-01","claims":[{"claim":"Homepage loads without login and value proposition is visible","verdict":"pass","evidence_quote_short":"\"Intelligence that moves your organization forward.\"","source_surface":"homepage"},{"claim":"Primary agent capability is stated in concrete, testable terms","verdict":"partial_pass","evidence_quote_short":"Capably delivers reliable deterministic outcomes, even in dynamic workflows.","source_surface":"homepage"},{"claim":"Pricing or free/trial path is publicly discoverable","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Core workflow can be inspected from public docs, demo, templates, or repository","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Trust, privacy, or data-handling claims are findable from public navigation","verdict":"partial_pass","evidence_quote_short":"Our AI Engine and capability library evolve with your business for lasting impact and flexibility.","source_surface":"homepage"},{"claim":"Competitor/differentiation claim is specific enough to verify","verdict":"partial_pass","evidence_quote_short":"We deliver what others can’t.","source_surface":"homepage"},{"claim":"Public surface exposes at least one realistic scenario for the review engine","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"agno","name":"Agno","category":"Workflow & Automation","score":78,"tier":"STEADY","summary":"Public-surface review of Agno","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/agno/","scorecard_url":"https://hlido.eu/data/scorecards/agno.json","attestation_url":"https://hlido.eu/proof/agno/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The all-in-one agent platform that runs in your cloud.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'PRICING' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The link to 'DOCS' is available on the homepage and pricing page, indicating that documentation is accessible without login.","source_surface":"homepage|pricing"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"interfaces = [Slack(), AISdk(), AGUI()]\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Privacy and security are built into the architecture, not layered on.","source_surface":"homepage"}]}
{"slug":"aiagent-app","name":"AiAgent.app","category":"AI Agent","score":65,"tier":"FADING","summary":"Public-surface review of AiAgent.app","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/aiagent-app/","scorecard_url":"https://hlido.eu/data/scorecards/aiagent-app.json","attestation_url":"https://hlido.eu/proof/aiagent-app/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"AI Agents: Get more done without doing more.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is present on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"aider","name":"Aider","category":"Coding","score":90,"tier":"VITAL","summary":"Aider 0.86.2 — open-source AI pair-programming CLI. Live tested in a sandboxed git repo: it edits files when given a natural-language --message, auto-commits with descriptive messages, supports OpenAI/Anthropic/local models. MIT licensed.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/aider/","scorecard_url":"https://hlido.eu/data/scorecards/aider.json","attestation_url":"https://hlido.eu/proof/aider/","last_tested":"2026-04-26","claims":[{"claim":"Verify the `aider --version` command exits 0 and prints a semantic version like 0.x.y or 1.x.y","verdict":"pass","evidence_quote_short":"The command output shows 'aider 0.86.2', which is a valid semantic version format.","source_surface":"cli"},{"claim":"Verify `aider --help` exits 0 and the help text documents the core flags --message, --model, and references git integration (auto-commit / git repo)","verdict":"pass","evidence_quote_short":"The help text includes the flags --message and --model, and references git integration with options like --git, --auto-commits, and --commit.","source_surface":"cli"},{"claim":"Verify `aider --list-models openai` lists at least one OpenAI model (e.g. gpt-4o, gpt-4o-mini, gpt-4)","verdict":"pass","evidence_quote_short":"Models which match \"openai\": - gmi/openai/gpt-4o - gmi/openai/gpt-4o-mini - openai/gpt-4","source_surface":"cli"},{"claim":"Scaffold a minimal math_utils.py with an add() function only, ready for Aider to extend","verdict":"partial_pass","evidence_quote_short":"The output indicates that a file named 'math_utils.py' was created, but does not confirm the presence of the 'add()' function within it.","source_surface":"cli"},{"claim":"Verify Aider actually modifies math_utils.py to include multiply() and subtract() functions when given a natural-language --message","verdict":"pass","evidence_quote_short":"The output shows that the functions multiply() and subtract() were added to math_utils.py as requested.","source_surface":"cli"},{"claim":"Verify Aider auto-created a git commit after the edit (a recent commit exists whose message references aider, multiply, or subtract)","verdict":"pass","evidence_quote_short":"The commit message 'feat: add multiply and subtract functions to math_utils.py' references 'multiply' and 'subtract'.","source_surface":"cli"}]}
{"slug":"airtable-ai","name":"Airtable AI","category":"Productivity","score":90,"tier":"VITAL","summary":"Public-surface review of Airtable AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/airtable-ai/","scorecard_url":"https://hlido.eu/data/scorecards/airtable-ai.json","attestation_url":"https://hlido.eu/proof/airtable-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"AI that’s built for the way your business actually works","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Resources and insights to inspire","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Seamlessly connect to the tools you use daily. Sync with critical tools using pre-built connectors and open APIs.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Your data stays secure. Our model providers never retain your data and your data is never used for model training.","source_surface":"homepage"}]}
{"slug":"alphasense","name":"AlphaSense","category":"Specialized verticals","score":90,"tier":"VITAL","summary":"Public-surface review of AlphaSense","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/alphasense/","scorecard_url":"https://hlido.eu/data/scorecards/alphasense.json","attestation_url":"https://hlido.eu/proof/alphasense/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Accelerate your workflow with AI insights you can trust","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Start your free trial\" and \"Interactive Tour\" are available without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"AlphaSense aggregates exclusive real-time and aftermarket equity research from leading global investment banks.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"AlphaSense customers trust us to keep them up to speed, securely","source_surface":"pricing"}]}
{"slug":"anchor-browser","name":"Anchor Browser","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of Anchor Browser","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/anchor-browser/","scorecard_url":"https://hlido.eu/data/scorecards/anchor-browser.json","attestation_url":"https://hlido.eu/proof/anchor-browser/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Deploy millions of browser agents to automate any web task. Faster, cheaper, and more reliable than human operations.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"A Demo Website so you can test the self-healing auth experience yourself today.\"","source_surface":"integrations"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Integrate anywhere — Use the browser workload through our SDK, MCP, or any automation platform.\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Anchor handles onboarding, management, and utilization of any human-intended auth method\"","source_surface":"homepage"}]}
{"slug":"andi-search","name":"Andi Search","category":"Research","score":53,"tier":"FADING","summary":"Public-surface review of Andi Search","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/andi-search/","scorecard_url":"https://hlido.eu/data/scorecards/andi-search.json","attestation_url":"https://hlido.eu/proof/andi-search/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Andi is an AI search agent that can answer anything, find everything, and create great content for you.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Accurate. Private and anonymous. No ads, spam or tracking.","source_surface":"homepage"}]}
{"slug":"anthropic-computer-use","name":"Anthropic Computer Use","category":"Infrastructure","score":40,"tier":"FADING","summary":"Public-surface review of Anthropic Computer Use","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/anthropic-computer-use/","scorecard_url":"https://hlido.eu/data/scorecards/anthropic-computer-use.json","attestation_url":"https://hlido.eu/proof/anthropic-computer-use/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"fail","evidence_quote_short":"The page returned a 404 error, indicating that it is not accessible.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage leads to a 'Not Found' page, indicating the pricing page is not accessible.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"anyscale","name":"Anyscale","category":"Infrastructure","score":90,"tier":"VITAL","summary":"Public-surface review of Anyscale","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/anyscale/","scorecard_url":"https://hlido.eu/data/scorecards/anyscale.json","attestation_url":"https://hlido.eu/proof/anyscale/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Foundation Model builders scale multimodal data curation workloads on Anyscale","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"link\",\"name\":\"Pricing\"","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Learn more about building with Anyscale and Ray through our self-service courses, webinars, events and more.\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Anyscale integrates with the most popular AI/ML libraries and frameworks, letting you scale your existing AI/ML workloads efficiently.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"anyword","name":"Anyword","category":"Marketing & Content","score":90,"tier":"VITAL","summary":"Public-surface review of Anyword","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/anyword/","scorecard_url":"https://hlido.eu/data/scorecards/anyword.json","attestation_url":"https://hlido.eu/proof/anyword/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Anyword closes the feedback loop for any AI model or application, adding A/B-tested data at every step of the generation process.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to the 'Help Center' which typically contains documentation accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Connect your tech stack to Anyword and go from Gen-AI to Gen-AI that drives results.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Anyword meets SOC 2, ISO 27001, GDPR, and HIPAA requirements — ensuring your data and content are protected at every step.","source_surface":"homepage"}]}
{"slug":"apollo-io","name":"Apollo.io","category":"Customer Experience","score":40,"tier":"FADING","summary":"Public-surface review of Apollo.io","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/apollo-io/","scorecard_url":"https://hlido.eu/data/scorecards/apollo-io.json","attestation_url":"https://hlido.eu/proof/apollo-io/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"fail","evidence_quote_short":"The homepage indicates 'Something went wrong' and 'Sorry about that! Please try again later.'","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"blocked","evidence_quote_short":"The surface returned an error message indicating that something went wrong and suggested logging in.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"arc-browser","name":"Arc Browser","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of Arc Browser","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/arc-browser/","scorecard_url":"https://hlido.eu/data/scorecards/arc-browser.json","attestation_url":"https://hlido.eu/proof/arc-browser/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Arc is the Chrome replacement I've been waiting for.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The documentation is accessible at https://arc.net/developers without requiring a login.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Bring your favorite tools into your favorite browser seamlessly, with Arc Integrations.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Arc is built from the ground up to be private and secure. We don’t know what sites you visit or what you search for.","source_surface":"homepage"}]}
{"slug":"aria-opera","name":"Aria (Opera)","category":"Infrastructure","score":65,"tier":"FADING","summary":"Public-surface review of Aria (Opera)","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/aria-opera/","scorecard_url":"https://hlido.eu/data/scorecards/aria-opera.json","attestation_url":"https://hlido.eu/proof/aria-opera/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Opera AI is faster, smarter, and built right into your browser.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain any link to a pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Use AI for free in your Opera browser, without any login or signup.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Use AI for free in your Opera browser, without any login or signup.","source_surface":"homepage"}]}
{"slug":"askiva","name":"askiva","category":"Research","score":40,"tier":"FADING","summary":"Public-surface review of askiva.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/askiva/","scorecard_url":"https://hlido.eu/data/scorecards/askiva.json","attestation_url":"https://hlido.eu/proof/askiva/","last_tested":"2026-05-01"}
{"slug":"assemblyai","name":"AssemblyAI","category":"Voice","score":90,"tier":"VITAL","summary":"Public-surface review of AssemblyAI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/assemblyai/","scorecard_url":"https://hlido.eu/data/scorecards/assemblyai.json","attestation_url":"https://hlido.eu/proof/assemblyai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The best way to build Voice AI apps","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Go to developer docs\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"A broad ecosystem of tools and platforms that seamlessly integrate with AssemblyAI to power diverse voice and language AI use cases.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"AssemblyAI uses enterprise-grade security practices to keep your data safe.","source_surface":"pricing"}]}
{"slug":"athena-intel","name":"Athena Intelligence","category":"Workflow & Automation","score":53,"tier":"FADING","summary":"Public-surface review of Athena Intelligence","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/athena-intel/","scorecard_url":"https://hlido.eu/data/scorecards/athena-intel.json","attestation_url":"https://hlido.eu/proof/athena-intel/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Meet Athena, Your Enterprise-Ready Digital Coworker","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a direct link to the pricing page, making it unclear how to access it in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Olympus seamlessly integrates with all enterprise data sources, eliminating the need to navigate multiple systems.\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Athena can be deployed into your company’s Virtual Private Cloud (VPC), ensuring that your data always remains within your security perimeter.","source_surface":"homepage"}]}
{"slug":"augment-code","name":"Augment Code (Intent)","category":"Coding","score":78,"tier":"STEADY","summary":"Public-surface review of Augment Code (Intent)","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/augment-code/","scorecard_url":"https://hlido.eu/data/scorecards/augment-code.json","attestation_url":"https://hlido.eu/proof/augment-code/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Build software with AI agents that understand your entire codebase.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Docs' which suggests documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Includes Slack integration and mentions of various tools like MCP & Native Tools, but does not provide a comprehensive list of integrations or supported frameworks.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Includes SOC 2 type II, SSO, OIDC, & SCIM support, CMEK & ISO42001 compliance.","source_surface":"pricing"}]}
{"slug":"autogen-studio","name":"AutoGen Studio","category":"Coding","score":78,"tier":"STEADY","summary":"Public-surface review of AutoGen Studio","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/autogen-studio/","scorecard_url":"https://hlido.eu/data/scorecards/autogen-studio.json","attestation_url":"https://hlido.eu/proof/autogen-studio/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"A framework for building AI agents and applications","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The documentation is accessible without login at the URL https://microsoft.github.io/autogen/stable/reference/index.html.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Examples of built-in extensions: OpenAIAssistantAgent for using Assistant API.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"automa-app","name":"Automa","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of Automa","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/automa-app/","scorecard_url":"https://hlido.eu/data/scorecards/automa-app.json","attestation_url":"https://hlido.eu/proof/automa-app/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Automate grunt work. Ship faster.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Docs' which suggests documentation is accessible.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Let agents get the data they need without providing wide access.","source_surface":"homepage"}]}
{"slug":"autonoly","name":"Autonoly","category":"AI Agent","score":78,"tier":"STEADY","summary":"Public-surface review of Autonoly","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/autonoly/","scorecard_url":"https://hlido.eu/data/scorecards/autonoly.json","attestation_url":"https://hlido.eu/proof/autonoly/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"AI agents that automate any digital task for you.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Live Demo","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"API integrations — Slack, Sheets, Gmail, Discord","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"axe","name":"Axe","category":"AI Agent","score":40,"tier":"FADING","summary":"Public-surface review of Axe","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/axe/","scorecard_url":"https://hlido.eu/data/scorecards/axe.json","attestation_url":"https://hlido.eu/proof/axe/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"blocked","evidence_quote_short":"You don't have permission to access \"http://www.godaddy.com/forsale/axe.app\" on this server.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"blocked","evidence_quote_short":"You don't have permission to access \"http://www.godaddy.com/forsale/axe.app\" on this server.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"back4app-ai-agent","name":"Back4app AI Agent","category":"AI Agent","score":40,"tier":"FADING","summary":"Public-surface review of Back4app AI Agent","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/back4app-ai-agent/","scorecard_url":"https://hlido.eu/data/scorecards/back4app-ai-agent.json","attestation_url":"https://hlido.eu/proof/back4app-ai-agent/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"blocked","evidence_quote_short":"This website uses a security service to protect against malicious bots.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"blocked","evidence_quote_short":"This website uses a security service to protect against malicious bots.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"base44-superagents","name":"Base44 Superagents","category":"Productivity","score":70,"tier":"STEADY","summary":"Base44 Superagents should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/base44-superagents/","scorecard_url":"https://hlido.eu/data/scorecards/base44-superagents.json","attestation_url":"https://hlido.eu/proof/base44-superagents/","last_tested":"2026-05-01","claims":[{"claim":"Homepage loads without login and value proposition is visible","verdict":"pass","evidence_quote_short":"Base44 is the AI-powered platform that lets users build fully functioning apps in minutes.","source_surface":"homepage"},{"claim":"Primary agent capability is stated in concrete, testable terms","verdict":"partial_pass","evidence_quote_short":"Your Superagent can do the work of a personal assistant, support rep, marketing team, analyst - all the help you’ve ever needed.","source_surface":"homepage"},{"claim":"Pricing or free/trial path is publicly discoverable","verdict":"pass","evidence_quote_short":"Start for free. Upgrade when you're ready.","source_surface":"pricing"},{"claim":"Core workflow can be inspected from public docs, demo, templates, or repository","verdict":"partial_pass","evidence_quote_short":"Explore practical, ready-to-use apps from our community of builders and make them your own.","source_surface":"templates"},{"claim":"Trust, privacy, or data-handling claims are findable from public navigation","verdict":"pass","evidence_quote_short":"\"Secure by default: Permissions-based and sandboxed. Your Superagent only accesses what you explicitly allow.\"","source_surface":"homepage"},{"claim":"Competitor/differentiation claim is specific enough to verify","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Public surface exposes at least one realistic scenario for the review engine","verdict":"pass","evidence_quote_short":"“Scan my inbox overnight. Flag anything urgent, draft replies to the easy ones, and send me a WhatsApp summary at 7am with what you handled and what still needs me”","source_surface":"homepage"}]}
{"slug":"baseten","name":"Baseten","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of Baseten","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/baseten/","scorecard_url":"https://hlido.eu/data/scorecards/baseten.json","attestation_url":"https://hlido.eu/proof/baseten/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"The fastest model runtimes, cross-cloud high availability, and seamless developer workflows. Powered by the Baseten Inference Stack.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Pricing\" is listed as a link on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"DOCS\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"SOC 2 Type II and HIPAA compliant\"","source_surface":"pricing"}]}
{"slug":"baton","name":"Baton","category":"Frameworks & Eval","score":64,"tier":"FADING","summary":"Developer-first parallel agent orchestration with best-in-class UX. Pricing opacity is the only barrier to a STEADY score.","evidence_count":6,"proof_depth":65,"claim_coverage":65,"assertions_passed":11,"assertions_failed":1,"momentum":8,"review_url":"https://hlido.eu/reviews/baton/","scorecard_url":"https://hlido.eu/data/scorecards/baton.json","attestation_url":"https://hlido.eu/proof/baton/","last_tested":"2026-04-09"}
{"slug":"bland-ai","name":"Bland AI","category":"Voice","score":78,"tier":"STEADY","summary":"Public-surface review of Bland AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/bland-ai/","scorecard_url":"https://hlido.eu/data/scorecards/bland-ai.json","attestation_url":"https://hlido.eu/proof/bland-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Bland is your infrastructure, platform, and partner for powering next-generation AI call centers.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"The homepage includes a link to 'Book a demo' and mentions 'Try for yourself', suggesting some level of accessibility without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Bland integrates with major telephony providers and enterprise systems, with support for custom API integrations and batch calls.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"We control the entire stack — hardware, models, and servers — so your customers’ data never passes through a third-party provider.","source_surface":"homepage"}]}
{"slug":"blink-ai","name":"Blink","category":"AI Agent","score":65,"tier":"FADING","summary":"Public-surface review of Blink","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/blink-ai/","scorecard_url":"https://hlido.eu/data/scorecards/blink-ai.json","attestation_url":"https://hlido.eu/proof/blink-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"BlinkOps is the leading agentic platform purposely built to automate your security operations at scale, keeping you ahead of any threat.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Docs' and 'Get a Demo', indicating that documentation and a live demo are accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Over 30,000+ built in integrations\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"we recognize the critical need for solutions that are not only powerful but also simple, secure, and rapid to deploy.\"","source_surface":"integrations"}]}
{"slug":"bolt-new","name":"Bolt.new","category":"Coding","score":65,"tier":"FADING","summary":"Public-surface review of Bolt.new","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/bolt-new/","scorecard_url":"https://hlido.eu/data/scorecards/bolt-new.json","attestation_url":"https://hlido.eu/proof/bolt-new/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Create stunning apps & websites by chatting with AI.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Bolt integrates the frontier coding agents from the AI labs directly inside one familiar visual interface.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"User Management & Authentication","source_surface":"homepage"}]}
{"slug":"bondai","name":"Meet BondAI | BondAI","category":"AI Agent","score":78,"tier":"STEADY","summary":"Build highly capable Single and Multi-Agent Systems.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/bondai/","scorecard_url":"https://hlido.eu/data/scorecards/bondai.json","attestation_url":"https://hlido.eu/proof/bondai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"BondAI is an open-source tool for developing AI Agent Systems.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Documentation or live demo accessible without login","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"BondAI comes out of the box with a powerful set of integrations.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"BondAI handles the implementation complexities including memory/context management, error handling, vector/semantic search and includes a powerful set of out of the box tools and integrations.","source_surface":"homepage"}]}
{"slug":"botpress","name":"Botpress","category":"Customer Experience","score":90,"tier":"VITAL","summary":"Public-surface review of Botpress","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/botpress/","scorecard_url":"https://hlido.eu/data/scorecards/botpress.json","attestation_url":"https://hlido.eu/proof/botpress/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The homepage states, \"Build, deploy, and monitor AI agents across channels, tools, and data.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to the Pricing page is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Dive into our documentation and kick-start your project with code samples and best practices.\"","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Integrate with existing systems. Use APIs, access business data, and work directly with structured inputs like files, tables, and user records.\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Our platform adheres to SOC II standards, ensuring the highest level of security for your data through rigorous monitoring and regular audits.","source_surface":"docs"}]}
{"slug":"braintrust","name":"Braintrust","category":"Frameworks & Eval","score":90,"tier":"VITAL","summary":"Public-surface review of Braintrust","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/braintrust/","scorecard_url":"https://hlido.eu/data/scorecards/braintrust.json","attestation_url":"https://hlido.eu/proof/braintrust/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Braintrust is the AI observability platform helping teams measure, evaluate, and improve AI in production.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The documentation is accessible at https://www.braintrust.dev/docs without requiring a login.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"The documentation includes a section on 'Integrations' which lists various AI providers, SDKs, and developer tools.","source_surface":"docs"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Enterprise-grade access controls, authentication, and compliance agreements.\"","source_surface":"pricing"}]}
{"slug":"brave-leo","name":"Brave Leo","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of Brave Leo","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/brave-leo/","scorecard_url":"https://hlido.eu/data/scorecards/brave-leo.json","attestation_url":"https://hlido.eu/proof/brave-leo/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The smart AI assistant built right in your browser. Ask questions, get answers, with unparalleled privacy.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"No account or login is required. Just open and chat. Privately.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Tools & integrations\"","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Leo doesn’t retain or share chats, or use them for additional model training.","source_surface":"homepage"}]}
{"slug":"brisk-teaching","name":"Brisk Teaching","category":"Specialized verticals","score":78,"tier":"STEADY","summary":"Public-surface review of Brisk Teaching","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/brisk-teaching/","scorecard_url":"https://hlido.eu/data/scorecards/brisk-teaching.json","attestation_url":"https://hlido.eu/proof/brisk-teaching/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Brisk is the AI education platform helping teachers create materials, give feedback, and adapt instruction inside the Google and Microsoft tools they already use.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The pricing page is accessible via the link labeled 'GET STARTED' on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Brisk helps you grade, plan, and engage students — straight from Google Docs, YouTube, and more.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Brisk earned a 93% Common Sense Privacy Rating – the highest among AI tools for educators.","source_surface":"homepage"}]}
{"slug":"browser-base","name":"Browserbase","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of Browserbase","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/browser-base/","scorecard_url":"https://hlido.eu/data/scorecards/browser-base.json","attestation_url":"https://hlido.eu/proof/browser-base/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Browserbase makes the web as reliable and programmable as APIs.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Docs' which suggests documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Handles auth, flows, dynamic content","source_surface":"homepage"}]}
{"slug":"browser-use","name":"Browser Use","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of Browser Use","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/browser-use/","scorecard_url":"https://hlido.eu/data/scorecards/browser-use.json","attestation_url":"https://hlido.eu/proof/browser-use/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"THE WAY AI uses the web.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is accessible directly from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Resources\" section includes links to \"Documentation\" and \"Blog\" which are accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Pass secrets to the agent securely. Kept out of logs, traces, and recordings.\"","source_surface":"changelog"}]}
{"slug":"cal-com-ai-agents","name":"Cal.com AI Agents","category":"AI Agent","score":78,"tier":"STEADY","summary":"Public-surface review of Cal.com AI Agents","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/cal-com-ai-agents/","scorecard_url":"https://hlido.eu/data/scorecards/cal-com-ai-agents.json","attestation_url":"https://hlido.eu/proof/cal-com-ai-agents/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Cal.ai uses lifelike agents to book meetings, send reminders and follow up all through natural phone calls that boost conversions, reduce no-shows, and save time.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"You can also see a live demo by our co-founder Peer by clicking the button below.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Free plan features, plus: Integrate with 100+ apps","source_surface":"pricing"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Cal.ai gives you full visibility into every AI-powered scheduling call so you can monitor, measure, and optimize performance across your workflows.","source_surface":"homepage"}]}
{"slug":"camb-ai","name":"Camb AI","category":"Voice","score":78,"tier":"STEADY","summary":"Public-surface review of Camb AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/camb-ai/","scorecard_url":"https://hlido.eu/data/scorecards/camb-ai.json","attestation_url":"https://hlido.eu/proof/camb-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"CAMB.AI is the localization infrastructure for the internet bringing your content to everyone in their language.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"API Docs\" is listed as a link, indicating documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Enterprise-grade security, SOC 2 Type II","source_surface":"homepage"}]}
{"slug":"canary-ai","name":"Canary","category":"AI Agent","score":53,"tier":"FADING","summary":"Public-surface review of Canary","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/canary-ai/","scorecard_url":"https://hlido.eu/data/scorecards/canary-ai.json","attestation_url":"https://hlido.eu/proof/canary-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Canary: A complete home security system in a single device","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to access in 2 clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage includes links for 'signup' and 'login', indicating that access may require an account.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"casetext","name":"Casetext","category":"Specialized verticals","score":40,"tier":"FADING","summary":"Public-surface review of Casetext","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/casetext/","scorecard_url":"https://hlido.eu/data/scorecards/casetext.json","attestation_url":"https://hlido.eu/proof/casetext/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"blocked","evidence_quote_short":"This website uses a security service to protect against malicious bots.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"blocked","evidence_quote_short":"This website uses a security service to protect against malicious bots.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"The corpus does not contain relevant content regarding authentication or data handling claims.","source_surface":"homepage"}]}
{"slug":"cassidy-ai","name":"Cassidy","category":"Workflow & Automation","score":78,"tier":"STEADY","summary":"Public-surface review of Cassidy","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/cassidy-ai/","scorecard_url":"https://hlido.eu/data/scorecards/cassidy-ai.json","attestation_url":"https://hlido.eu/proof/cassidy-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Build AI Agents that operate like your team | Cassidy AI","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The Pricing link is directly accessible from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Cassidy connects and real-time syncs with hundreds of tools that your team is already using to guarantee a seamless experience for everyone.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"We maintain compliance with the strictest international security and privacy standards","source_surface":"pricing"}]}
{"slug":"catdoes-v4","name":"CatDoes v4","category":"AI Agent","score":65,"tier":"FADING","summary":"Public-surface review of CatDoes v4","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/catdoes-v4/","scorecard_url":"https://hlido.eu/data/scorecards/catdoes-v4.json","attestation_url":"https://hlido.eu/proof/catdoes-v4/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"An AI agent that builds anything you describe","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"CatDoes Cloud handles your database, auth, storage, and edge functions automatically.\"","source_surface":"homepage"}]}
{"slug":"cerebras","name":"Cerebras","category":"Infrastructure","score":65,"tier":"FADING","summary":"Public-surface review of Cerebras","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/cerebras/","scorecard_url":"https://hlido.eu/data/scorecards/cerebras.json","attestation_url":"https://hlido.eu/proof/cerebras/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The homepage states, 'The Fastest AI Infrastructure' and 'Industry-leading speed, quality, and scale'.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to the pricing page is accessible directly from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"This website or its third-party tools process personal data.","source_surface":"homepage"}]}
{"slug":"chai-research","name":"Chai","category":"Chat & Companion","score":53,"tier":"FADING","summary":"Public-surface review of Chai","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/chai-research/","scorecard_url":"https://hlido.eu/data/scorecards/chai-research.json","attestation_url":"https://hlido.eu/proof/chai-research/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"We have built a consumer platform where users can build their own AI characters and stories.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"character-ai","name":"Character.AI","category":"Chat & Companion","score":53,"tier":"FADING","summary":"Public-surface review of Character.AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/character-ai/","scorecard_url":"https://hlido.eu/data/scorecards/character-ai.json","attestation_url":"https://hlido.eu/proof/character-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Character.AI | AI Chat, Reimagined–Your Words. Your World.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, only links to About, Careers, Safety Center, Blog, and other policies.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage only provides options to 'Sign Up to Chat' or 'Login'.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Character.AI asks for your consent to use your personal data to: Personalised advertising and content, advertising and content measurement, audience research and services development.","source_surface":"homepage"}]}
{"slug":"chatgpt","name":"ChatGPT","category":"Chat & Companion","score":65,"tier":"FADING","summary":"Public-surface review of ChatGPT","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/chatgpt/","scorecard_url":"https://hlido.eu/data/scorecards/chatgpt.json","attestation_url":"https://hlido.eu/proof/chatgpt/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Get responses tailored to you","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"I found a link labeled 'See plans and pricing' on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"\"Log in to get answers based on saved chats, plus create images and upload files.\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"you agree to our Terms and have read our Privacy Policy","source_surface":"homepage"}]}
{"slug":"chatwithads","name":"ChatWithAds","category":"AI Agent","score":78,"tier":"STEADY","summary":"Public-surface review of ChatWithAds","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/chatwithads/","scorecard_url":"https://hlido.eu/data/scorecards/chatwithads.json","attestation_url":"https://hlido.eu/proof/chatwithads/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"From Data to AI-Assisted Decision In One Conversation.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Pricing\" is listed as one of the links on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Connect your platforms: Shopify, Google Ads, Meta, TikTok, Amazon, Klaviyo.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"chorus-ai","name":"Chorus","category":"Customer Experience","score":65,"tier":"FADING","summary":"Public-surface review of Chorus","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/chorus-ai/","scorecard_url":"https://hlido.eu/data/scorecards/chorus-ai.json","attestation_url":"https://hlido.eu/proof/chorus-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"ZoomInfo is the AI GTM platform that turns B2B intelligence into pipeline.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage primarily promotes a free trial and requires users to submit a form with personal information to gain access.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"By submitting this form, you agree to ZoomInfo's Privacy Policy and Terms of Service.","source_surface":"homepage"}]}
{"slug":"claimcheck","name":"ClaimCheck","category":"Coding","score":65,"tier":"FADING","summary":"Public-surface review of ClaimCheck","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/claimcheck/","scorecard_url":"https://hlido.eu/data/scorecards/claimcheck.json","attestation_url":"https://hlido.eu/proof/claimcheck/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Discover Your Blockchain Rewards in One Click","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Enter your wallet address to instantly check your airdrop rewards across all blockchain networks.\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Our tool checks token balances from Arbitrum (ARB), Optimism (OP), ENS, Uniswap (UNI), and other popular crypto airdrops.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"We only require your public wallet address - never your private keys or seed phrases.","source_surface":"homepage"}]}
{"slug":"clari","name":"Clari","category":"Customer Experience","score":78,"tier":"STEADY","summary":"Public-surface review of Clari","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/clari/","scorecard_url":"https://hlido.eu/data/scorecards/clari.json","attestation_url":"https://hlido.eu/proof/clari/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Revenue Intelligence Meets Real-Time Action\" clearly states the value proposition on the homepage.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"\"Take a Platform Tour\" and \"See Clari in action\" suggest that there are accessible demos.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Clari seamlessly integrates with the tools you rely on, from CRM and customer engagement platforms to data and security systems.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Clari agrees that it will collect, store and process my personal data in accordance with the terms of service and privacy policy.","source_surface":"pricing"}]}
{"slug":"claude-ai","name":"Claude.ai","category":"Chat & Companion","score":53,"tier":"FADING","summary":"Public-surface review of Claude.ai","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/claude-ai/","scorecard_url":"https://hlido.eu/data/scorecards/claude-ai.json","attestation_url":"https://hlido.eu/proof/claude-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a button labeled 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The URL provided is a login page, indicating that access to the content requires login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Integrate any context or tool through connectors with remote MCP\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"link\":\"Security and compliance\"","source_surface":"homepage"}]}
{"slug":"clay-com","name":"Clay","category":"Customer Experience","score":90,"tier":"VITAL","summary":"Public-surface review of Clay","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/clay-com/","scorecard_url":"https://hlido.eu/data/scorecards/clay-com.json","attestation_url":"https://hlido.eu/proof/clay-com/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Go to market with unique data — and the ability to act on it","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Pricing Pricing\"","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Support docs\" is listed as a link on the homepage, indicating documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Explore our growing library of integrations\"","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Security at Clay","source_surface":"homepage"}]}
{"slug":"clay-relationship","name":"Clay (relationships)","category":"Productivity","score":65,"tier":"FADING","summary":"Public-surface review of Clay (relationships)","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/clay-relationship/","scorecard_url":"https://hlido.eu/data/scorecards/clay-relationship.json","attestation_url":"https://hlido.eu/proof/clay-relationship/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Mesh brings together everyone you've ever met. Automatically organized, intelligently searchable, always up to date.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'PRICING' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"The homepage mentions a 'PRODUCT DEMO VIDEO' which suggests a demo is available, but it does not explicitly confirm that documentation or live demos are accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"View all integrations\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"clickup-ai","name":"ClickUp AI","category":"Productivity","score":78,"tier":"STEADY","summary":"Public-surface review of ClickUp AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/clickup-ai/","scorecard_url":"https://hlido.eu/data/scorecards/clickup-ai.json","attestation_url":"https://hlido.eu/proof/clickup-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The only AI that works with your work","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Integrations like Slack, Hubspot, Google Drive, and more\"","source_surface":"pricing"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Two-Factor Authentication\"","source_surface":"pricing"}]}
{"slug":"cline-bot","name":"Cline","category":"Coding","score":78,"tier":"STEADY","summary":"Public-surface review of Cline","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/cline-bot/","scorecard_url":"https://hlido.eu/data/scorecards/cline-bot.json","attestation_url":"https://hlido.eu/proof/cline-bot/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Transform your engineering team with a fully collaborative AI partner. Open source, fully extensible, and built to amplify developer impact.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Docs' which suggests documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Features include 'SSO, SLA & Dedicated Support' and 'Authentication Logs'.","source_surface":"pricing"}]}
{"slug":"cockpit-ai","name":"Cockpit AI","category":"AI Agent","score":53,"tier":"FADING","summary":"Public-surface review of Cockpit AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/cockpit-ai/","scorecard_url":"https://hlido.eu/data/scorecards/cockpit-ai.json","attestation_url":"https://hlido.eu/proof/cockpit-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"This ultra-premium domain offers exceptional value and strategic advantages for your business.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to a pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"fail","evidence_quote_short":"The corpus does not mention any authentication or data handling claims.","source_surface":"homepage"}]}
{"slug":"codeium","name":"Codeium","category":"Coding","score":65,"tier":"FADING","summary":"Public-surface review of Codeium","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/codeium/","scorecard_url":"https://hlido.eu/data/scorecards/codeium.json","attestation_url":"https://hlido.eu/proof/codeium/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Windsurf - The best AI for Coding\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'PRICING' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"MCP Support: Enhance your AI workflows by connecting custom tools and services.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Auth Overhaul\" and \"Implement OAuth flow\" are mentioned in the context of tasks.","source_surface":"homepage"}]}
{"slug":"cognigy","name":"Cognigy","category":"Customer Experience","score":78,"tier":"STEADY","summary":"Public-surface review of Cognigy","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/cognigy/","scorecard_url":"https://hlido.eu/data/scorecards/cognigy.json","attestation_url":"https://hlido.eu/proof/cognigy/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Generative & conversational AI powered customer service agents for your business\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not provide a direct link to the pricing page, making it unclear how to access it in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"See Conversational AI in action and browse through a selection of Cognigy.AI videos and demos.","source_surface":"templates"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"100+ Prebuilt Integrations","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"cohere","name":"Cohere","category":"Chat & Companion","score":78,"tier":"STEADY","summary":"Public-surface review of Cohere","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/cohere/","scorecard_url":"https://hlido.eu/data/scorecards/cohere.json","attestation_url":"https://hlido.eu/proof/cohere/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Your data. Your infrastructure. Cohere keeps it that way.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'PRICING' is available directly from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Read our docs","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Your data. Your infrastructure. Cohere keeps it that way.","source_surface":"homepage"}]}
{"slug":"consensus-app","name":"Consensus","category":"Research","score":53,"tier":"FADING","summary":"Public-surface review of Consensus","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/consensus-app/","scorecard_url":"https://hlido.eu/data/scorecards/consensus-app.json","attestation_url":"https://hlido.eu/proof/consensus-app/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Consensus is the AI-powered academic search engine","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage includes a 'Sign in' and 'Sign up' button, indicating that login is required for access.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Transparent, reliable, and built to save you time","source_surface":"homepage"}]}
{"slug":"contextual-ai","name":"Contextual AI","category":"Research","score":78,"tier":"STEADY","summary":"Public-surface review of Contextual AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/contextual-ai/","scorecard_url":"https://hlido.eu/data/scorecards/contextual-ai.json","attestation_url":"https://hlido.eu/proof/contextual-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The unified context layer that powers expert AI in advanced industries.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to 'Pricing' that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Docs' which suggests that documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Enterprise security certifications: No model training on customer data Inherited document entitlements at query time Role-based access control SOC2 compliance HIPAA compliance GDPR compliance CCPA co…","source_surface":"homepage"}]}
{"slug":"continue-dev","name":"Continue","category":"Coding","score":78,"tier":"STEADY","summary":"Public-surface review of Continue","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/continue-dev/","scorecard_url":"https://hlido.eu/data/scorecards/continue-dev.json","attestation_url":"https://hlido.eu/proof/continue-dev/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Quality control for your software factory.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'PRICING' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'DOCS' which suggests that documentation is accessible.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"copy-ai","name":"Copy.ai","category":"Marketing & Content","score":78,"tier":"STEADY","summary":"Public-surface review of Copy.ai","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/copy-ai/","scorecard_url":"https://hlido.eu/data/scorecards/copy-ai.json","attestation_url":"https://hlido.eu/proof/copy-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Future proof your business with GTM AI\" clearly states the value proposition.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"\"Get a demo and discover how sales and marketing teams use Copy.ai to add an AI superpower to their revenue engine.\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"2,000+ Integrations\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Secure, vertical AI-native platform for business-critical operations\"","source_surface":"homepage"}]}
{"slug":"cosyra-2","name":"Cosyra","category":"AI Agent","score":78,"tier":"STEADY","summary":"Public-surface review of Cosyra","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/cosyra-2/","scorecard_url":"https://hlido.eu/data/scorecards/cosyra-2.json","attestation_url":"https://hlido.eu/proof/cosyra-2/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Cosyra is a mobile cloud terminal for iPhone and Android — a persistent Ubuntu workspace.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"See the docs\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Claude Code, Codex CLI, OpenCode, and Gemini CLI are pre-installed on every Cosyra container.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Keys are stored on-device with platform-native encryption, transmitted over TLS.\"","source_surface":"homepage"}]}
{"slug":"cresta","name":"Cresta","category":"Customer Experience","score":65,"tier":"FADING","summary":"Public-surface review of Cresta","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/cresta/","scorecard_url":"https://hlido.eu/data/scorecards/cresta.json","attestation_url":"https://hlido.eu/proof/cresta/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Transform Automate Analyze Augment Transform every customer experience with AI agents","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"\"Learn about Knowledge Agent, an innovation that eliminates the need for human agents to search during live conversations by delivering real-time answers directly inside the browser where agents alre…","source_surface":"changelog"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Cresta seamlessly integrates with existing tech stacks, transforming contact centers by connecting data, insights, and AI workflows.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Security and data privacy trusted by the Fortune 500\"","source_surface":"homepage"}]}
{"slug":"crewai","name":"CrewAI","category":"Frameworks & Eval","score":90,"tier":"VITAL","summary":"Public-surface review of CrewAI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/crewai/","scorecard_url":"https://hlido.eu/data/scorecards/crewai.json","attestation_url":"https://hlido.eu/proof/crewai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"CrewAI makes it easy for enterprises to operate teams of AI agents that perform complex tasks autonomously, reliably and with full control.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Docs' which suggests that documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"CrewAI Studio allows anyone to build crews of AI agents and equip them with tools such as Gmail, Microsoft Teams, Notion, HubSpot, Salesforce and Slack.\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"providing centralized management, monitoring and security as well as automatic, serverless scaling\"","source_surface":"homepage"}]}
{"slug":"cto-new","name":"cto.new","category":"AI Agent","score":90,"tier":"VITAL","summary":"Public-surface review of cto.new","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/cto-new/","scorecard_url":"https://hlido.eu/data/scorecards/cto-new.json","attestation_url":"https://hlido.eu/proof/cto-new/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Build anything with AI. Free forever.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Documentation' which is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"MCP/skills includes 'Linear, Sentry, Vercel, Notion & more'.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Convex for auth, database & more\"","source_surface":"homepage"}]}
{"slug":"cursor","name":"Cursor","category":"Coding","score":78,"tier":"STEADY","summary":"Public-surface review of Cursor","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/cursor/","scorecard_url":"https://hlido.eu/data/scorecards/cursor.json","attestation_url":"https://hlido.eu/proof/cursor/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Built to make you extraordinarily productive, Cursor is the best way to code with AI.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"This element contains an interactive demo for sighted users showing multiple Cursor interfaces: Cursor Desktop interface, Cursor CLI interface.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"cursor-3","name":"Cursor 3","category":"Coding","score":70,"tier":"STEADY","summary":"Cursor 3 should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/cursor-3/","scorecard_url":"https://hlido.eu/data/scorecards/cursor-3.json","attestation_url":"https://hlido.eu/proof/cursor-3/","last_tested":"2026-05-01","claims":[{"claim":"Homepage loads without login and value proposition is visible","verdict":"pass","evidence_quote_short":"\"Built to make you extraordinarily productive, Cursor is the best way to code with AI.\"","source_surface":"homepage"},{"claim":"Primary agent capability is stated in concrete, testable terms","verdict":"partial_pass","evidence_quote_short":"\"Agents use their own computers to build, test, and demo features end to end for you to review.\"","source_surface":"homepage"},{"claim":"Pricing or free/trial path is publicly discoverable","verdict":"pass","evidence_quote_short":"Hobby Free Includes: ✓ No credit card required ✓ Limited Agent requests ✓ Limited Tab completions","source_surface":"pricing"},{"claim":"Core workflow can be inspected from public docs, demo, templates, or repository","verdict":"pass","evidence_quote_short":"Cursor is an AI editor and coding agent. Use it to understand your codebase, plan and build features, fix bugs, review changes, and work with the tools you already use.","source_surface":"docs"},{"claim":"Trust, privacy, or data-handling claims are findable from public navigation","verdict":"pass","evidence_quote_short":"\"Terms of Service, Privacy Policy, Data Use, Security\"","source_surface":"pricing"},{"claim":"Competitor/differentiation claim is specific enough to verify","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Public surface exposes at least one realistic scenario for the review engine","verdict":"partial_pass","evidence_quote_short":"Agents use their own computers to build, test, and demo features end to end for you to review.","source_surface":"homepage"}]}
{"slug":"daily-co","name":"Daily","category":"Voice","score":90,"tier":"VITAL","summary":"Public-surface review of Daily","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/daily-co/","scorecard_url":"https://hlido.eu/data/scorecards/daily-co.json","attestation_url":"https://hlido.eu/proof/daily-co/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Build ultra low latency conversations. Global WebRTC infrastructure and enterprise reliability since 2016.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"/ PRICING\"","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a button labeled 'DOCS' which suggests that documentation is accessible.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Build realtime voice, video, and AI with our partners.\"","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Daily offers true end-to-end encryption, provides signed HIPAA BAAs, and operates under the EU-US Data Privacy Framework.","source_surface":"homepage"}]}
{"slug":"datagrout","name":"DataGrout","category":"AI Agent","score":40,"tier":"FADING","summary":"Public-surface review of DataGrout","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/datagrout/","scorecard_url":"https://hlido.eu/data/scorecards/datagrout.json","attestation_url":"https://hlido.eu/proof/datagrout/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"partial_pass","evidence_quote_short":"The homepage is publicly accessible, but the value proposition is not clearly stated in the provided text.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"decagon","name":"Decagon","category":"Customer Experience","score":65,"tier":"FADING","summary":"Public-surface review of Decagon","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/decagon/","scorecard_url":"https://hlido.eu/data/scorecards/decagon.json","attestation_url":"https://hlido.eu/proof/decagon/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The homepage states, \"The AI concierge for every customer\" and describes the value proposition as \"Build, optimize, and scale AI agents that treat every customer like the only one.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"partial_pass","evidence_quote_short":"The homepage includes a 'Product' button that likely leads to the pricing page, but the exact number of clicks to reach it is not specified.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Pre-built integrations, APIs, and MCP support for data, actions, and escalations.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Fine-tuning allows us to teach these compact models exactly what they need to know, while still cleaning and filtering training data to remove PII and protect customer IP.","source_surface":"changelog"}]}
{"slug":"deepgram","name":"Deepgram","category":"Voice","score":90,"tier":"VITAL","summary":"Public-surface review of Deepgram","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/deepgram/","scorecard_url":"https://hlido.eu/data/scorecards/deepgram.json","attestation_url":"https://hlido.eu/proof/deepgram/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Build with the most accurate and cost-effective real-time APIs for speech-to-text, text-to-speech, and voice agents.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"For detailed model, language, and feature availability, please refer to our Developer Documentation.\"","source_surface":"pricing"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Deepgram is committed to a robust ecosystem of partnerships and integrations. With our native integrations, code samples and reference architectures for a variety of use cases, customers of all shape…","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"SOC 2, PCI, GDPR, and HIPAA compliant.\"","source_surface":"docs"}]}
{"slug":"deepinfra","name":"DeepInfra","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of DeepInfra","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/deepinfra/","scorecard_url":"https://hlido.eu/data/scorecards/deepinfra.json","attestation_url":"https://hlido.eu/proof/deepinfra/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Accelerate your AI with developer-friendly APIs designed for performance and cost-efficiency.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The links to 'Docs' and 'Demo' are available on the homepage without requiring a login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"With our zero retention policy your inputs, your outputs, and your user data stay private. DeepInfra is SOC 2 and ISO 27001 certified.\"","source_surface":"homepage"}]}
{"slug":"deepseek-chat","name":"DeepSeek","category":"Chat & Companion","score":53,"tier":"FADING","summary":"Public-surface review of DeepSeek","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/deepseek-chat/","scorecard_url":"https://hlido.eu/data/scorecards/deepseek-chat.json","attestation_url":"https://hlido.eu/proof/deepseek-chat/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Homepage publicly accessible and value proposition clearly stated.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"partial_pass","evidence_quote_short":"The homepage contains a link labeled 'API 价格' which likely leads to the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"The homepage includes a link to 'API 文档' which suggests documentation is available.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"法务 & 安全","source_surface":"homepage"}]}
{"slug":"denovo","name":"Denovo","category":"AI Agent","score":78,"tier":"STEADY","summary":"Public-surface review of Denovo","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/denovo/","scorecard_url":"https://hlido.eu/data/scorecards/denovo.json","attestation_url":"https://hlido.eu/proof/denovo/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Build and grow your business in minutes.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"See pricing\" is a link available on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"WATCH THE DEMO\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"descript","name":"Descript","category":"Voice","score":65,"tier":"FADING","summary":"Public-surface review of Descript","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/descript/","scorecard_url":"https://hlido.eu/data/scorecards/descript.json","attestation_url":"https://hlido.eu/proof/descript/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"AI VIDEO EDITOR: AI-editing for every kind of video\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is accessible directly from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"devin-cognition","name":"Devin (Cognition)","category":"Coding","score":65,"tier":"FADING","summary":"Public-surface review of Devin (Cognition)","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/devin-cognition/","scorecard_url":"https://hlido.eu/data/scorecards/devin-cognition.json","attestation_url":"https://hlido.eu/proof/devin-cognition/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Cognition is an agent lab and we're the makers of Devin the AI software engineer.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'PRICING' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"dia-browser","name":"Dia (The Browser Company)","category":"Infrastructure","score":53,"tier":"FADING","summary":"Public-surface review of Dia (The Browser Company)","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/dia-browser/","scorecard_url":"https://hlido.eu/data/scorecards/dia-browser.json","attestation_url":"https://hlido.eu/proof/dia-browser/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"A browser that works with you","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Your data is never sold or used to build ad profiles — and with Sync, it's end-to-end encrypted.","source_surface":"homepage"}]}
{"slug":"dify-ai","name":"Dify","category":"Workflow & Automation","score":78,"tier":"STEADY","summary":"Public-surface review of Dify","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/dify-ai/","scorecard_url":"https://hlido.eu/data/scorecards/dify-ai.json","attestation_url":"https://hlido.eu/proof/dify-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Dify offers everything you need — agentic workflows, RAG pipelines, integrations, and observability — all in one place, putting AI power into your hands.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to the 'Pricing' page that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Docs' which suggests that documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Dify offers everything you need — agentic workflows, RAG pipelines, integrations, and observability — all in one place, putting AI power into your hands.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Enterprise-grade security for your critical data assets.","source_surface":"homepage"}]}
{"slug":"dust-tt","name":"Dust","category":"Workflow & Automation","score":90,"tier":"VITAL","summary":"Public-surface review of Dust","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/dust-tt/","scorecard_url":"https://hlido.eu/data/scorecards/dust-tt.json","attestation_url":"https://hlido.eu/proof/dust-tt/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"The Operating System for AI Agents\" and \"Deploy, orchestrate, and govern fleets of specialized AI agents\" clearly state the value proposition.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Pricing\" is a link on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Go to Documentation\"","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Connect Dust to your favorite tools and data sources. Build AI agents that work with your entire stack.\"","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Your data stays private and secure.","source_surface":"homepage"}]}
{"slug":"elastic-quote","name":"Elastic Quote","category":"Research","score":78,"tier":"STEADY","summary":"Public-surface review of Elastic Quote","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/elastic-quote/","scorecard_url":"https://hlido.eu/data/scorecards/elastic-quote.json","attestation_url":"https://hlido.eu/proof/elastic-quote/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Better retrieval. Better answers.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Pricing\" is a link available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Welcome to the technical documentation for Elastic Stack 9.0.0 and later, and Elastic Cloud Serverless.\"","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Elastic Cloud Hosted is now FedRAMP® High Authorized Elastic deepens its commitment to the highest levels of security for US federal agencies.","source_surface":"homepage"}]}
{"slug":"elevenlabs","name":"ElevenLabs","category":"Voice","score":78,"tier":"STEADY","summary":"Public-surface review of ElevenLabs","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/elevenlabs/","scorecard_url":"https://hlido.eu/data/scorecards/elevenlabs.json","attestation_url":"https://hlido.eu/proof/elevenlabs/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Bringing technology to life","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Explore our docs and guides to integrate ElevenLabs","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Establish clear behavioral and compliance rules that keep agent responses aligned with policy.\"","source_surface":"homepage"}]}
{"slug":"elicit","name":"Elicit","category":"Research","score":65,"tier":"FADING","summary":"Public-surface review of Elicit","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/elicit/","scorecard_url":"https://hlido.eu/data/scorecards/elicit.json","attestation_url":"https://hlido.eu/proof/elicit/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Elicit helps researchers be 10x more evidence-based.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Integration with custom data sources and creation of custom templates\"","source_surface":"pricing"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Elicit supports all AI-generated claims with sentence-level citations from the underlying sources.","source_surface":"homepage"}]}
{"slug":"emergent-wingman","name":"Emergent Wingman","category":"Productivity","score":40,"tier":"FADING","summary":"Emergent Wingman should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/emergent-wingman/","scorecard_url":"https://hlido.eu/data/scorecards/emergent-wingman.json","attestation_url":"https://hlido.eu/proof/emergent-wingman/","last_tested":"2026-05-01","claims":[{"claim":"Homepage loads without login and value proposition is visible","verdict":"fail","evidence_quote_short":"The homepage requires a sign-in with Google to access the content.","source_surface":"homepage"},{"claim":"Primary agent capability is stated in concrete, testable terms","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Pricing or free/trial path is publicly discoverable","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Core workflow can be inspected from public docs, demo, templates, or repository","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Trust, privacy, or data-handling claims are findable from public navigation","verdict":"pass","evidence_quote_short":"Before using this app, you can review emergent.sh’s Privacy Policy and Terms of Service.","source_surface":"homepage"},{"claim":"Competitor/differentiation claim is specific enough to verify","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Public surface exposes at least one realistic scenario for the review engine","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"evisort","name":"Evisort","category":"Specialized verticals","score":53,"tier":"FADING","summary":"Public-surface review of Evisort","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/evisort/","scorecard_url":"https://hlido.eu/data/scorecards/evisort.json","attestation_url":"https://hlido.eu/proof/evisort/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Sana from Workday is the superintelligence that automates work across HR, Finance, IT, and beyond through the power of AI.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"exa-ai","name":"Exa","category":"Research","score":90,"tier":"VITAL","summary":"Public-surface review of Exa","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/exa-ai/","scorecard_url":"https://hlido.eu/data/scorecards/exa-ai.json","attestation_url":"https://hlido.eu/proof/exa-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"The best search API for AI\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"link\",\"name\":\"Pricing\"","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The documentation is accessible without login at the URL https://exa.ai/docs/reference/search.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"SDKs, MCP servers, AI frameworks, workflow automation, and more. Bring web search to every tool you use.\"","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Enterprise-grade security and controls\" and \"Zero Data Retention\"","source_surface":"homepage"}]}
{"slug":"fathom-video","name":"Fathom","category":"Productivity","score":65,"tier":"FADING","summary":"Public-surface review of Fathom","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/fathom-video/","scorecard_url":"https://hlido.eu/data/scorecards/fathom-video.json","attestation_url":"https://hlido.eu/proof/fathom-video/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Fathom summarizes your meetings so you can focus on the conversation.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a direct link to 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"The homepage includes a link to the 'Help Center' which typically contains documentation, but it does not explicitly confirm that it is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Integrations with Slack, Salesforce, HubSpot, Notion, Asana, and more are mentioned, but a complete list or documentation is not provided.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"SOC 2 Type II | GDPR | HIPAA Compliant | SSO / SCIM","source_surface":"homepage"}]}
{"slug":"fellow-app","name":"Fellow","category":"Productivity","score":78,"tier":"STEADY","summary":"Public-surface review of Fellow","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/fellow-app/","scorecard_url":"https://hlido.eu/data/scorecards/fellow-app.json","attestation_url":"https://hlido.eu/proof/fellow-app/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Your Secure AI Meeting Assistant\" and \"Record, transcribe and summarize every meeting with the only AI meeting assistant built from the ground up with privacy and security in mind.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Keep your meeting workflow synced with 50+ Fellow integrations","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Fellow is the only AI meeting assistant built from the ground up with privacy and security in mind.","source_surface":"homepage"}]}
{"slug":"figma-make","name":"Figma Make","category":"Image & Design","score":65,"tier":"FADING","summary":"Public-surface review of Figma Make","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/figma-make/","scorecard_url":"https://hlido.eu/data/scorecards/figma-make.json","attestation_url":"https://hlido.eu/proof/figma-make/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"partial_pass","evidence_quote_short":"The homepage is titled 'Figma Make: Create with AI-Powered Design Tools', indicating a value proposition.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The pricing page can be accessed by clicking the 'Pricing' link from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Our developer platform puts the power in your hands to create the tools teams need to improve efficiency, expand functionality, and bring ideas to life.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"The documentation mentions 'Integrations' as a menu option, suggesting that there is information about supported frameworks.","source_surface":"docs"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Manage your organization’s unique security requirements with advanced access, sharing, and compliance tools.","source_surface":"pricing"}]}
{"slug":"fireworks-ai","name":"Fireworks AI","category":"Infrastructure","score":90,"tier":"VITAL","summary":"Public-surface review of Fireworks AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/fireworks-ai/","scorecard_url":"https://hlido.eu/data/scorecards/fireworks-ai.json","attestation_url":"https://hlido.eu/proof/fireworks-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Fireworks provides the platform to build your Generative AI capabilities — optimized for speed, quality, and cost.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Get started fast with our Build SDK, plus a full developer toolkit for testing, building agents, and running evals.\"","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Seamlessly integrate Fireworks AI with best-in-class platforms, tools, and infrastructure to accelerate model deployment and enhance end-user experiences.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"We value your privacy\" and \"We may store and/or access information on a device and process personal data, such as your IP address and browsing data, for personalised advertising and content.\"","source_surface":"homepage"}]}
{"slug":"flowiseai","name":"Flowise","category":"Workflow & Automation","score":78,"tier":"STEADY","summary":"Public-surface review of Flowise","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/flowiseai/","scorecard_url":"https://hlido.eu/data/scorecards/flowiseai.json","attestation_url":"https://hlido.eu/proof/flowiseai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Flowise - Build AI Agents, Visually\" and \"Open source agentic systems development platform\" clearly state the value proposition.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Docs' which suggests documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"flowith","name":"Flowith","category":"Workflow & Automation","score":78,"tier":"STEADY","summary":"Public-surface review of Flowith","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/flowith/","scorecard_url":"https://hlido.eu/data/scorecards/flowith.json","attestation_url":"https://hlido.eu/proof/flowith/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Think, create, execute, flow in one.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"flux","name":"flux","category":"AI Agent","score":40,"tier":"FADING","summary":"{\"strategic_alpha\":{\"predicted\":65,\"reasoning\":\"Novel distribution channel (iMessage) removes app-install friction. Genuine insight but small TAM (iPhone-only), open-source means no moat, and dev-only audience limits mass adoption.\"},\"execution_grit\":{\"predicted\":50,\"reasoning\":\"CLI deploy claim is verifiable via GitHub and PH demos. No login wall. But real test requires an iPhone + running the CLI — surface-level verification only at T1.\"},\"craft_and_soul\":{\"predicted\":55,\"reasoning\":\"Framing is strong ('agents as friends'), PH launch validates interest, GitHub repo shows active dev. UX limited by iMessage client constraints.\"},\"value_signal\":{\"predicted\":75,\"reasoning\":\"Fully open-source and free. Transparent GitHub codebase. Self-host model means no vendor lock-in. Excellent value transparency.\"}}","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/flux/","scorecard_url":"https://hlido.eu/data/scorecards/flux.json","attestation_url":"https://hlido.eu/proof/flux/","last_tested":"2026-05-01","claims":[{"claim":"Product Hunt page and GitHub repo publicly accessible without login","verdict":"blocked","evidence_quote_short":"This website uses a security service to protect against malicious bots.","source_surface":"homepage"},{"claim":"README or docs explain iMessage agent deploy process clearly","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Open-source CLI code verifiable on GitHub (photon-hq/flux)","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Free/no-cost claim verified — no signup or payment required to access CLI","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Deploy instructions present (single command claim)","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Demo video or screenshot showing agent responding in iMessage","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Supported agent frameworks documented (LangChain confirmed)","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Differentiation from Poke (HLR-102) identifiable in public materials","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"flux-bfl","name":"FLUX (Black Forest Labs)","category":"Image & Design","score":65,"tier":"FADING","summary":"Public-surface review of FLUX (Black Forest Labs)","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/flux-bfl/","scorecard_url":"https://hlido.eu/data/scorecards/flux-bfl.json","attestation_url":"https://hlido.eu/proof/flux-bfl/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The frontier AI research lab for visual intelligence.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"The homepage includes a link to 'Documentation' which may be accessible without login, but it is not explicitly stated that it is available without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"forethought","name":"Forethought","category":"Customer Experience","score":90,"tier":"VITAL","summary":"Public-surface review of Forethought","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/forethought/","scorecard_url":"https://hlido.eu/data/scorecards/forethought.json","attestation_url":"https://hlido.eu/proof/forethought/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Forethought is the leading AI agent for customer support platform—recognized by G2 for ROI and customer satisfaction.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Pricing\" is a link available on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Take a sneak peek behind the scenes with our interactive demo.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Integrate where your teams already work. Support teams stay in sync, and customers get accurate answers powered by your live data.\"","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Security & Compliance Keep your data safe\"","source_surface":"homepage"}]}
{"slug":"foyer","name":"Foyer","category":"AI Agent","score":40,"tier":"FADING","summary":"Public-surface review of Foyer","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/foyer/","scorecard_url":"https://hlido.eu/data/scorecards/foyer.json","attestation_url":"https://hlido.eu/proof/foyer/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"blocked","evidence_quote_short":"This website uses a security service to protect against malicious bots.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"blocked","evidence_quote_short":"This website uses a security service to protect against malicious bots.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"framer-ai","name":"Framer AI","category":"Image & Design","score":65,"tier":"FADING","summary":"Public-surface review of Framer AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/framer-ai/","scorecard_url":"https://hlido.eu/data/scorecards/framer-ai.json","attestation_url":"https://hlido.eu/proof/framer-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Framer AI: Design websites faster with intelligent tools\" clearly states the value proposition.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"The documentation is accessible, but it requires login to view specific content.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Plugins in Framer are small apps that can interact with the editor.","source_surface":"docs"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"fuseai","name":"FuseAI","category":"AI Agent","score":53,"tier":"FADING","summary":"Public-surface review of FuseAI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/fuseai/","scorecard_url":"https://hlido.eu/data/scorecards/fuseai.json","attestation_url":"https://hlido.eu/proof/fuseai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"At Fusemachines, democratizing AI starts with education.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to a pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Successful AI roles require more than theoretical knowledge. Learners develop practical skills across programming, data handling, and model development.","source_surface":"homepage"}]}
{"slug":"galileo-ai-design","name":"Galileo (Design)","category":"Image & Design","score":40,"tier":"FADING","summary":"Public-surface review of Galileo (Design)","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/galileo-ai-design/","scorecard_url":"https://hlido.eu/data/scorecards/galileo-ai-design.json","attestation_url":"https://hlido.eu/proof/galileo-ai-design/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"gauge","name":"Gauge","category":"Marketing","score":60,"tier":"FADING","summary":"Gauge should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/gauge/","scorecard_url":"https://hlido.eu/data/scorecards/gauge.json","attestation_url":"https://hlido.eu/proof/gauge/","last_tested":"2026-05-01","claims":[{"claim":"Homepage loads without login and value proposition is visible","verdict":"pass","evidence_quote_short":"\"Be the Answer for AI\" and \"Unlock the millions of users exploring ChatGPT, Gemini, Perplexity, and more.\"","source_surface":"homepage"},{"claim":"Primary agent capability is stated in concrete, testable terms","verdict":"partial_pass","evidence_quote_short":"\"Gauge gives clear onsite and offsite recommendations to own your category.\"","source_surface":"homepage"},{"claim":"Pricing or free/trial path is publicly discoverable","verdict":"pass","evidence_quote_short":"Gauge offers three plans: Starter for $99/mo, Growth for $599/mo, and Enterprise with custom pricing.","source_surface":"pricing"},{"claim":"Core workflow can be inspected from public docs, demo, templates, or repository","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Trust, privacy, or data-handling claims are findable from public navigation","verdict":"pass","evidence_quote_short":"\"LEGAL / COMPLIANCE\" and \"Privacy Policy\" links are present on the pricing page.","source_surface":"pricing"},{"claim":"Competitor/differentiation claim is specific enough to verify","verdict":"partial_pass","evidence_quote_short":"\"Gauge gives clear onsite and offsite recommendations to own your category.\"","source_surface":"homepage"},{"claim":"Public surface exposes at least one realistic scenario for the review engine","verdict":"partial_pass","evidence_quote_short":"\"Gauge gives clear onsite and offsite recommendations to own your category.\"","source_surface":"homepage"}]}
{"slug":"gemini","name":"Gemini","category":"Chat & Companion","score":53,"tier":"FADING","summary":"Public-surface review of Gemini","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/gemini/","scorecard_url":"https://hlido.eu/data/scorecards/gemini.json","attestation_url":"https://hlido.eu/proof/gemini/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Meet Gemini, your personal AI assistant","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage only provides a 'Sign in' link, indicating that login is required to access the service.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Your privacy & Gemini Opens in a new window\"","source_surface":"homepage"}]}
{"slug":"genfuse-ai","name":"GenFuse AI","category":"AI Agent","score":78,"tier":"STEADY","summary":"Public-surface review of GenFuse AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/genfuse-ai/","scorecard_url":"https://hlido.eu/data/scorecards/genfuse-ai.json","attestation_url":"https://hlido.eu/proof/genfuse-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"GenFuse AI is the simplest way to automate repetitive tasks, connect your business apps, and make your team more productive.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"The homepage includes a button labeled 'Watch demo video', suggesting a demo is available, but it does not explicitly confirm that documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"WORKS WITH YOUR FAVORITE TOOLS\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"The homepage includes a button labeled 'Is my data secure? +', suggesting that there are claims about data handling, but does not provide explicit details.","source_surface":"homepage"}]}
{"slug":"genspark","name":"genspark","category":"Research","score":40,"tier":"FADING","summary":"Public-surface review of genspark.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/genspark/","scorecard_url":"https://hlido.eu/data/scorecards/genspark.json","attestation_url":"https://hlido.eu/proof/genspark/","last_tested":"2026-05-01"}
{"slug":"github-copilot","name":"GitHub Copilot","category":"Coding","score":90,"tier":"VITAL","summary":"Public-surface review of GitHub Copilot","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/github-copilot/","scorecard_url":"https://hlido.eu/data/scorecards/github-copilot.json","attestation_url":"https://hlido.eu/proof/github-copilot/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Your AI accelerator for every workflow, from the editor to the enterprise.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available in the navigation menu on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Read the docs\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"GitHub Copilot is available on your favorite platforms: GitHub, VS Code, Visual Studio, Xcode, JetBrains IDEs, Neovim, Eclipse, Raycast, SQL Server Management Studio, Zed.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Track activity with detailed audit logs and enforce governance by managing agents from a single control plane.\"","source_surface":"homepage"}]}
{"slug":"glass-health","name":"Glass Health","category":"Specialized verticals","score":78,"tier":"STEADY","summary":"Public-surface review of Glass Health","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/glass-health/","scorecard_url":"https://hlido.eu/data/scorecards/glass-health.json","attestation_url":"https://hlido.eu/proof/glass-health/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Glass Health | Ambient Scribing & Clinical Decision Support","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The pricing page is accessible via the link from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"All surfaces require login to access documentation or demos.","source_surface":"homepage|pricing|docs|integrations"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Available for Athena, Epic, eCW, Elation","source_surface":"pricing"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"We take patient privacy and data security extremely seriously. Our solution is meticulously designed to comply with the Health Insurance Portability and Accountability Act (HIPAA), ensuring robust pr…","source_surface":"integrations"}]}
{"slug":"glean","name":"Glean","category":"Research","score":65,"tier":"FADING","summary":"Public-surface review of Glean","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/glean/","scorecard_url":"https://hlido.eu/data/scorecards/glean.json","attestation_url":"https://hlido.eu/proof/glean/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Work AI that works for legal.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"\"Join us for a webinar featuring Abdullah Haydar, Director of Engineering at LinkedIn...\"","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Glean goes from insight to action. Connect all your apps to Glean. Glean understands your company’s knowledge to automate work.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Personalized, permissions-aware access to company data Glean analyzes content, activity, and people to understand how you work. All data permissions are inherited and strictly enforced, so users onl…","source_surface":"integrations"}]}
{"slug":"gong-io","name":"Gong","category":"Customer Experience","score":78,"tier":"STEADY","summary":"Public-surface review of Gong","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/gong-io/","scorecard_url":"https://hlido.eu/data/scorecards/gong-io.json","attestation_url":"https://hlido.eu/proof/gong-io/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"THE #1 AI OPERATING SYSTEM FOR REVENUE TEAMS\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Pricing\" is a link available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"\"Want to see Gong Assistant in action?\"","source_surface":"changelog"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"The Gong Revenue Graph integrates with 300+ solutions across your revenue stack, including CRMs, dialers, email, calendars, messaging solutions, and more.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Certified by leading global standards and offering advanced control, Gong helps you stay compliant with strict regulations while managing data to fit your unique business needs.\"","source_surface":"integrations"}]}
{"slug":"goose","name":"GooseAI","category":"AI Agent","score":78,"tier":"STEADY","summary":"# Stop overpaying for your AI infrastructure.\n\nFully managed NLP-as-a-Service delivered via API,\n\nat 30% the cost. It's time to migrate.\n\nEnter your email to take flight.\n\nSign up!\n\n## Meet our gaggle.\n\nGPT-Neo 1.3B, Fairseq 1.3B\n\nGPT-Neo 1.3B, Fairseq 1.3B\n\nSmall\n\n$0.000110\n\n/re","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/goose/","scorecard_url":"https://hlido.eu/data/scorecards/goose.json","attestation_url":"https://hlido.eu/proof/goose/","last_tested":"2026-05-01","claims":[{"claim":"Homepage loads cleanly","verdict":"pass","evidence_quote_short":"Homepage loads cleanly with a clear layout and organized sections.","source_surface":"homepage"},{"claim":"Value proposition visible above fold","verdict":"pass","evidence_quote_short":"Stop overpaying for your AI infrastructure.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks","verdict":"pass","evidence_quote_short":"The Pricing link is accessible directly from the homepage.","source_surface":"homepage"},{"claim":"Docs or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"To begin testing or deploying the GooseAI service for your product, you’ll need to set up an account. It’s free, and easy, and should take less than a minute.","source_surface":"docs"}]}
{"slug":"gpt-engineer","name":"GPT Engineer","category":"Coding","score":78,"tier":"STEADY","summary":"Public-surface review of GPT Engineer","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/gpt-engineer/","scorecard_url":"https://hlido.eu/data/scorecards/gpt-engineer.json","attestation_url":"https://hlido.eu/proof/gpt-engineer/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Create apps and websites by chatting with AI","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Get started\" and \"Learn\" links suggest accessible resources without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Enterprise-grade security and compliance certifications\"","source_surface":"pricing"}]}
{"slug":"granola","name":"Granola","category":"Productivity","score":65,"tier":"FADING","summary":"Public-surface review of Granola","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/granola/","scorecard_url":"https://hlido.eu/data/scorecards/granola.json","attestation_url":"https://hlido.eu/proof/granola/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Granola — The AI Notepad for back-to-back meetings\" clearly states the value proposition.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Granola transcribes your computer's audio directly, with no meeting bots joining your call\" and images of logos for Zoom, Google Meet, Webex, Slack, and Microsoft Teams suggest integration with thes…","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Need secure information sharing","source_surface":"homepage"}]}
{"slug":"griptape","name":"Griptape","category":"Workflow & Automation","score":78,"tier":"STEADY","summary":"Public-surface review of Griptape","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/griptape/","scorecard_url":"https://hlido.eu/data/scorecards/griptape.json","attestation_url":"https://hlido.eu/proof/griptape/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Unleash Your AI Creative Superpowers\" and \"A new way for creative professionals to harness the full power of generative AI in their workflows.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Docs' which suggests documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Griptape now integrates with RunwayML for code-free creative AI workflows, including image-to-video generation & reference image use.","source_surface":"changelog"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Griptape offers the ability to store information in a configurable vector store called TaskMemory, which can be helpful in cases where you do not want to share information with model providers for se…","source_surface":"integrations"}]}
{"slug":"groq","name":"Groq","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of Groq","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/groq/","scorecard_url":"https://hlido.eu/data/scorecards/groq.json","attestation_url":"https://hlido.eu/proof/groq/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Groq is fast, low cost inference.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"link\",\"name\":\"Docs\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Groq Trust Center\" and \"Groq Privacy Portal\" are mentioned in the footer links, indicating some level of public commitment to data handling and security.","source_surface":"homepage"}]}
{"slug":"guide-ai","name":"Guide","category":"AI Agent","score":53,"tier":"FADING","summary":"Public-surface review of Guide","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/guide-ai/","scorecard_url":"https://hlido.eu/data/scorecards/guide-ai.json","attestation_url":"https://hlido.eu/proof/guide-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Owning a premium domain name like guide.app can help you grow your brand footprint, significantly improve reach and profitability, and position your entity as a premium brand.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"fail","evidence_quote_short":"The corpus does not mention any integration list or supported frameworks.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Google has built-in HTTPS security for all .APP websites.","source_surface":"homepage"}]}
{"slug":"gumloop","name":"Gumloop","category":"Workflow & Automation","score":80,"tier":"STEADY","summary":"Gumloop is a no-code AI workflow builder with a Free tier (5k credits/month), tiered Pro plan starting at $37/mo, and integrations spanning Slack, Google, and more. Public surfaces audited 2026-04-26.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/gumloop/","scorecard_url":"https://hlido.eu/data/scorecards/gumloop.json","attestation_url":"https://hlido.eu/proof/gumloop/","last_tested":"2026-04-26","claims":[{"claim":"Verify homepage loads and shows a clear product pitch (hero copy describing what Gumloop does)","verdict":"pass","evidence_quote_short":"AI agents built for by your team","source_surface":"homepage"},{"claim":"Verify there is a visible free tier or no-credit-card sign-up CTA on homepage or pricing page","verdict":"pass","evidence_quote_short":"Free 5k credits/month","source_surface":"pricing"},{"claim":"Verify pricing page exists and lists multiple tiered plans with monthly prices","verdict":"pass","evidence_quote_short":"\"Free, Pro, Enterprise\" plans are listed with monthly prices such as \"$37 / month\".","source_surface":"pricing"},{"claim":"Verify the homepage or product page shows or describes a visual / drag-and-drop pipeline builder (canvas screenshot, animation, or explicit copy)","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Verify integrations such as Notion, Slack, Google, OpenAI, or similar are visibly listed on the homepage, integrations page, or footer","verdict":"pass","evidence_quote_short":"\"Google Docs icon, Slack icon\" are listed under the templates page.","source_surface":"templates"},{"claim":"Verify a public template gallery, examples page, or documentation link is reachable from homepage navigation","verdict":"pass","evidence_quote_short":"The homepage navigation includes a link to 'Templates'.","source_surface":"homepage"}]}
{"slug":"guru-ai","name":"Guru","category":"Productivity","score":78,"tier":"STEADY","summary":"Public-surface review of Guru","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/guru-ai/","scorecard_url":"https://hlido.eu/data/scorecards/guru-ai.json","attestation_url":"https://hlido.eu/proof/guru-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Guru structures, governs, and continuously improves your company's knowledge—so every AI tool and every person gets answers they can trust.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"OpenAI 502: <!DOCTYPE html> <!--[if lt IE 7]> <html class=\"no-js ie6 oldie\" lang=\"en-US\"> <![endif]--> <!--[if IE 7]> <html class=\"no-js ie7 oldie\" lang=\"en-US\"> <![endif]--> <!--[if IE 8]> <html cla…","source_surface":"unknown"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Guru connects to 100+ enterprise tools out of the box — Slack, Microsoft Teams, Salesforce, Zendesk, Confluence, SharePoint, and more.","source_surface":"pricing"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"SOC 2 Type II, HIPAA, GxP compliance\"","source_surface":"pricing"}]}
{"slug":"hailuo-ai","name":"Hailuo AI","category":"Image & Design","score":53,"tier":"FADING","summary":"Public-surface review of Hailuo AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/hailuo-ai/","scorecard_url":"https://hlido.eu/data/scorecards/hailuo-ai.json","attestation_url":"https://hlido.eu/proof/hailuo-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"全能 AI 创作空间现已上线","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The text includes a login prompt with the word '登录' (login).","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"happycapy","name":"happycapy","category":"AI Agent","score":90,"tier":"VITAL","summary":"{\"strategic_alpha\":{\"predicted\":65,\"reasoning\":\"Compelling framing — browser-native agent computer removes setup friction. Trickle team credibility + 926 PH upvotes + runner-up AI Product of Year suggests real execution. But crowded sandbox market.\"},\"execution_grit\":{\"predicted\":35,\"reasoning\":\"Login required for all meaningful functionality. Free tier limited Claude Code access makes core claims hard to verify at T1 surface. Sandbox environment behind auth wall.\"},\"craft_and_soul\":{\"predicted\":62,\"reasoning\":\"Very high PH launch engagement (926 upvotes, runner-up AI Product of Year). Trickle team known for design quality. Live visual desktop and skill composability are UX-forward concepts.\"},\"value_signal\":{\"predicted\":50,\"reasoning\":\"Free tier exists but limited. Pro tier pricing not publicly listed (opacity penalty). Max at $200/mo is expensive — only viable for heavy users. Pricing transparency mixed.\"}}","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/happycapy/","scorecard_url":"https://hlido.eu/data/scorecards/happycapy.json","attestation_url":"https://hlido.eu/proof/happycapy/","last_tested":"2026-05-01","claims":[{"claim":"Homepage (happycapy.ai) publicly accessible and product concept clear","verdict":"pass","evidence_quote_short":"The homepage clearly states, \"Happycapy - Agent-Native Computer for everyone\" and describes the product concept as letting AI agents learn how you work.","source_surface":"homepage"},{"claim":"Pricing page exists with free tier and Max ($200/mo) tier details","verdict":"pass","evidence_quote_short":"The pricing page lists a Free tier at $0/month and a Max tier at $200/month.","source_surface":"pricing"},{"claim":"Login/signup available for free tier access","verdict":"pass","evidence_quote_short":"Try Happycapy $0 / month","source_surface":"pricing"},{"claim":"Skills marketplace or skills catalog publicly visible","verdict":"pass","evidence_quote_short":"\"Skill Store\"","source_surface":"homepage"},{"claim":"150+ AI models claim documented with model list","verdict":"pass","evidence_quote_short":"150+ AI models access via skills","source_surface":"pricing"},{"claim":"Live visual desktop / sandboxed execution demo available publicly","verdict":"pass","evidence_quote_short":"You can see what the AI sees.","source_surface":"homepage"},{"claim":"Agent teams feature described in public materials","verdict":"partial_pass","evidence_quote_short":"\"Agent teams with GUI (research preview)\"","source_surface":"pricing"},{"claim":"Trickle team / founder credentials visible on site","verdict":"fail","evidence_quote_short":"The corpus does not mention any team or founder credentials.","source_surface":"homepage"},{"claim":"Pro tier pricing publicly stated (or confirmed opaque)","verdict":"pass","evidence_quote_short":"$20 / month for the Pro tier.","source_surface":"pricing"},{"claim":"Open-source skills claim verifiable via GitHub repo","verdict":"partial_pass","evidence_quote_short":"Compatible with open-source skills","source_surface":"pricing"}]}
{"slug":"harvey-ai","name":"Harvey","category":"Specialized verticals","score":53,"tier":"FADING","summary":"Public-surface review of Harvey","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/harvey-ai/","scorecard_url":"https://hlido.eu/data/scorecards/harvey-ai.json","attestation_url":"https://hlido.eu/proof/harvey-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Harvey is AI designed for legal and professional services. Advance your expertise on a secure platform that lets you focus on high-value work.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a direct link to the pricing page, making it unclear how to access it in just two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Harvey is built with security at its core, and our collaboration capabilities are no exception. Strict permissions and access controls ensure that only the right people across organizations have acc…","source_surface":"changelog"}]}
{"slug":"haystack-deepset","name":"Haystack","category":"Workflow & Automation","score":78,"tier":"STEADY","summary":"Public-surface review of Haystack","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/haystack-deepset/","scorecard_url":"https://hlido.eu/data/scorecards/haystack-deepset.json","attestation_url":"https://hlido.eu/proof/haystack-deepset/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Build custom AI agents and RAG applications with smart context engineering, powered by open AI orchestration.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Go to the documentation","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"The Haystack ecosystem integrates with many technologies, including vector databases, model providers, monitoring tools, and community-built custom components.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Open Privacy Policy\" and \"Open Terms and Conditions\" are mentioned, indicating some public statements about data handling.","source_surface":"homepage"}]}
{"slug":"hebbia","name":"Hebbia","category":"Research","score":78,"tier":"STEADY","summary":"Public-surface review of Hebbia","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/hebbia/","scorecard_url":"https://hlido.eu/data/scorecards/hebbia.json","attestation_url":"https://hlido.eu/proof/hebbia/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Purpose-built AI trusted by leading asset managers, bankers, advisors, and Fortune 500 companies for high-stakes decisions.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'PRICING' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Connect your private documents, public filings, and leading financial data providers in one place.\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"BY SUBMITTING, I CONSENT TO HEBBIA'S COMMUNICATIONS AND ACKNOWLEDGE MY DATA WILL BE HANDLED PER THEIR PRIVACY POLICY.\"","source_surface":"integrations"}]}
{"slug":"heightsplatform","name":"AI Online Course Creation Platform - Heights AI 2 Features","category":"AI Agent","score":65,"tier":"FADING","summary":"The power of AI to help creators build and grow their courses, communities, and coaching programs. Like having your own expert coach available instantly. AI that can create online courses for you., Stream, Stream, Stream, Stream, Stream, Stream, Stream","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/heightsplatform/","scorecard_url":"https://hlido.eu/data/scorecards/heightsplatform.json","attestation_url":"https://hlido.eu/proof/heightsplatform/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Heights AI is your creative assistant, helping you create online courses, community channels, and digital products.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to the PRICING page is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"helicone","name":"Helicone","category":"Frameworks & Eval","score":90,"tier":"VITAL","summary":"Public-surface review of Helicone","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/helicone/","scorecard_url":"https://hlido.eu/data/scorecards/helicone.json","attestation_url":"https://hlido.eu/proof/helicone/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The world's fastest-growing AI companies rely on Helicone to route, debug, and analyze their applications.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Pricing\" is listed as a link on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Docs\" is accessible from the homepage without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"INTEGRATIONS: OpenAI, Anthropic, Azure, LiteLLM, Anyscale, Together AI, OpenRouter, Other","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"SOC-2 & HIPAA compliance","source_surface":"pricing"}]}
{"slug":"hex-tech","name":"Hex","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of Hex","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/hex-tech/","scorecard_url":"https://hlido.eu/data/scorecards/hex-tech.json","attestation_url":"https://hlido.eu/proof/hex-tech/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The AI Analytics Platform for your whole team","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Docs Resources and product guides\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Integrations Out-of-the-box connections and flexible APIs.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"For organizations requiring advanced security, governance, and support.","source_surface":"pricing"}]}
{"slug":"heygen","name":"HeyGen","category":"Voice","score":78,"tier":"STEADY","summary":"Public-surface review of HeyGen","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/heygen/","scorecard_url":"https://hlido.eu/data/scorecards/heygen.json","attestation_url":"https://hlido.eu/proof/heygen/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Turn your ideas into videos in minutes","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is present on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Integrate with the world's leading tools","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"MCP uses OAuth — users authorize via a consent screen with no API keys needed.","source_surface":"integrations"}]}
{"slug":"hippocratic-ai","name":"Hippocratic AI","category":"Specialized verticals","score":53,"tier":"FADING","summary":"Public-surface review of Hippocratic AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/hippocratic-ai/","scorecard_url":"https://hlido.eu/data/scorecards/hippocratic-ai.json","attestation_url":"https://hlido.eu/proof/hippocratic-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Hippocratic AI | Safest Generative AI Healthcare Agent","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"*Excerpt from a real patient call, de-identified in compliance with HIPAA.","source_surface":"homepage"}]}
{"slug":"hubspot-breeze","name":"HubSpot Breeze","category":"AI Agent","score":53,"tier":"FADING","summary":"Public-surface review of HubSpot Breeze","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/hubspot-breeze/","scorecard_url":"https://hlido.eu/data/scorecards/hubspot-breeze.json","attestation_url":"https://hlido.eu/proof/hubspot-breeze/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"fail","evidence_quote_short":"That page doesn't exist. But based on where you were headed, this one's worth a look: Meet Breeze — HubSpot's AI tools that make impossible growth impossibly easy.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is present on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage|pricing|docs|integrations|templates|changelog|demo|other"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"hubspot-clearbit","name":"HubSpot Clearbit","category":"Customer Experience","score":65,"tier":"FADING","summary":"Public-surface review of HubSpot Clearbit","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/hubspot-clearbit/","scorecard_url":"https://hlido.eu/data/scorecards/hubspot-clearbit.json","attestation_url":"https://hlido.eu/proof/hubspot-clearbit/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"We acquired Clearbit earlier this year for their best-in-class B2B data.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is present on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"The homepage mentions a 'Start free or get a demo' option, suggesting a demo is available without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"hugging-face","name":"HuggingFace","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of HuggingFace","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/hugging-face/","scorecard_url":"https://hlido.eu/data/scorecards/hugging-face.json","attestation_url":"https://hlido.eu/proof/hugging-face/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The AI community building the future.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The documentation is accessible without login at the URL https://huggingface.co/docs.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Inference Providers Call 200k+ models hosted by our 10+ Inference partners\"","source_surface":"docs"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Advanced security and access controls\" and \"Detailed action reviews with Audit Logs\"","source_surface":"pricing"}]}
{"slug":"humane-ai-pin","name":"Humane AI Pin","category":"AI Agent","score":53,"tier":"FADING","summary":"Public-surface review of Humane AI Pin","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/humane-ai-pin/","scorecard_url":"https://hlido.eu/data/scorecards/humane-ai-pin.json","attestation_url":"https://hlido.eu/proof/humane-ai-pin/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The foundation of HP’s workplace evolution, is a powerful AI orchestrator — an intelligence at the center of your data and devices.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"The homepage includes links to 'Privacy' and 'Your privacy choices', suggesting some level of public statements regarding data handling.","source_surface":"homepage"}]}
{"slug":"humanloop","name":"Humanloop","category":"Frameworks & Eval","score":40,"tier":"FADING","summary":"Public-surface review of Humanloop","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/humanloop/","scorecard_url":"https://hlido.eu/data/scorecards/humanloop.json","attestation_url":"https://hlido.eu/proof/humanloop/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"fail","evidence_quote_short":"The homepage states, \"As we sunset the Humanloop platform, we will continue to work closely with our customers to make their transition as smooth as possible,\" indicating the platform is being discon…","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, only links to the Migration Guide and Media Kit.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"The documentation is accessible without login, but the demo requires booking a demo.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"We’ve created a comprehensive export tool that downloads all your Humanloop data in a structured format.","source_surface":"docs"}]}
{"slug":"hume-ai","name":"Hume AI","category":"Voice","score":65,"tier":"FADING","summary":"Public-surface review of Hume AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/hume-ai/","scorecard_url":"https://hlido.eu/data/scorecards/hume-ai.json","attestation_url":"https://hlido.eu/proof/hume-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Building AI with emotional intelligence to create technology that truly understands humanity.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to a pricing page, only links to research, products, models, resources, and contact sales.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The live demo is accessible without login.","source_surface":"changelog"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"hyperwrite","name":"HyperWrite","category":"Marketing & Content","score":78,"tier":"STEADY","summary":"Public-surface review of HyperWrite","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/hyperwrite/","scorecard_url":"https://hlido.eu/data/scorecards/hyperwrite.json","attestation_url":"https://hlido.eu/proof/hyperwrite/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Write faster. Work smarter.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Get started for free\" indicates that there is access to features without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"ideogram","name":"Ideogram","category":"Image & Design","score":40,"tier":"FADING","summary":"Public-surface review of Ideogram","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/ideogram/","scorecard_url":"https://hlido.eu/data/scorecards/ideogram.json","attestation_url":"https://hlido.eu/proof/ideogram/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"fail","evidence_quote_short":"The homepage only contains a sign-in prompt and does not clearly state a value proposition.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The text states 'Sign in to Ideogram' and 'Get the full experience with your Ideogram account.'","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"inflection-pi","name":"Inflection Pi","category":"Chat & Companion","score":53,"tier":"FADING","summary":"Public-surface review of Inflection Pi","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/inflection-pi/","scorecard_url":"https://hlido.eu/data/scorecards/inflection-pi.json","attestation_url":"https://hlido.eu/proof/inflection-pi/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Tackle everyday life with the first emotionally intelligent AI","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to discover in 2 clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"The homepage includes a link to the 'Help Center', which likely contains documentation.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"The homepage includes links to the 'Terms of service' and 'Privacy policy', which typically contain authentication and data handling claims.","source_surface":"homepage"}]}
{"slug":"influcio","name":"influcio","category":"AI Agent","score":65,"tier":"FADING","summary":"{\"strategic_alpha\":{\"predicted\":60,\"reasoning\":\"Real differentiation on conversion signals vs follower count, but crowded market and unclear product reality behind login wall.\"},\"execution_grit\":{\"predicted\":40,\"reasoning\":\"Pricing opacity and login wall make T2 delivery claims unverifiable; risk of AI-washing.\"},\"craft_and_soul\":{\"predicted\":50,\"reasoning\":\"PH #3 placement suggests reasonable UX but opaque pricing damages first impression.\"},\"value_signal\":{\"predicted\":30,\"reasoning\":\"No public pricing = poor transparency; estimated $99-$649/mo is high end for unverified ROI claims.\"}}","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/influcio/","scorecard_url":"https://hlido.eu/data/scorecards/influcio.json","attestation_url":"https://hlido.eu/proof/influcio/","last_tested":"2026-05-01","claims":[{"claim":"Demo page or marketing site is publicly accessible","verdict":"pass","evidence_quote_short":"The homepage is publicly accessible at https://www.influcio.com/","source_surface":"homepage"},{"claim":"Free trial signup flow documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Conversion-signal ranking methodology explained publicly","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Platform screenshots or demo video available showing influencer discovery UI","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Supported platforms (Instagram, TikTok, YouTube) documented","verdict":"partial_pass","evidence_quote_short":"Connecting 4M+ creators and 100k average followers per influencer across platforms with intelligent insights.","source_surface":"homepage"},{"claim":"Pricing page exists (even estimated ranges)","verdict":"fail","evidence_quote_short":"The corpus does not mention a pricing page or any estimated ranges.","source_surface":"homepage"},{"claim":"End-to-end workflow claim (discovery → outreach → optimization) shown in public material","verdict":"partial_pass","evidence_quote_short":"From vague ideas to concrete strategies — designed around your goals, budget, and desired impact, turning concepts into actionable, launch-ready plans.","source_surface":"homepage"}]}
{"slug":"inkeep","name":"Inkeep","category":"Customer Experience","score":78,"tier":"STEADY","summary":"Public-surface review of Inkeep","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/inkeep/","scorecard_url":"https://hlido.eu/data/scorecards/inkeep.json","attestation_url":"https://hlido.eu/proof/inkeep/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Add AI Teammates to your customer experience team","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a direct link to the pricing page, making it unclear how to access it in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The documentation is accessible via the link labeled 'DOCS' on the homepage.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Integrate with your product APIs and third party apps using any MCP server.","source_surface":"docs"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Inkeep indexes everything so your agents retrieve the most relevant, up-to-date answers.","source_surface":"integrations"}]}
{"slug":"instantly-ai","name":"Instantly","category":"Customer Experience","score":90,"tier":"VITAL","summary":"Public-surface review of Instantly","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/instantly-ai/","scorecard_url":"https://hlido.eu/data/scorecards/instantly-ai.json","attestation_url":"https://hlido.eu/proof/instantly-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Get more clients by chatting to AI\" and \"Use Instantly AI to find perfect leads, create AI Sales Agents and automate your outreach & sales.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"link\":\"Pricing\"","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"View API Docs\"","source_surface":"integrations"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Instantly works perfectly with all the products you're already using.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"integrately","name":"Integrately","category":"Workflow & Automation","score":90,"tier":"VITAL","summary":"Public-surface review of Integrately","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/integrately/","scorecard_url":"https://hlido.eu/data/scorecards/integrately.json","attestation_url":"https://hlido.eu/proof/integrately/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"20 Million+ Ready Automations For 1500+ Apps","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Welcome to the Integrately Help Center!\"","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Ready Workflows Integrate 1500+ Apps\" and links to various integrations such as \"google-calendar integrations Google Calendar\" and \"salesforce integrations Salesforce\" are present.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"your credentials are encrypted & highly secure","source_surface":"docs"}]}
{"slug":"intent-augment-code","name":"Intent (Augment Code)","category":"Coding","score":40,"tier":"FADING","summary":"Intent (Augment Code) should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/intent-augment-code/","scorecard_url":"https://hlido.eu/data/scorecards/intent-augment-code.json","attestation_url":"https://hlido.eu/proof/intent-augment-code/","last_tested":"2026-05-01","claims":[{"claim":"Homepage loads without login and value proposition is visible","verdict":"blocked","evidence_quote_short":"This website uses a security service to protect against malicious bots.","source_surface":"homepage"},{"claim":"Primary agent capability is stated in concrete, testable terms","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Pricing or free/trial path is publicly discoverable","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Core workflow can be inspected from public docs, demo, templates, or repository","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Trust, privacy, or data-handling claims are findable from public navigation","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Competitor/differentiation claim is specific enough to verify","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Public surface exposes at least one realistic scenario for the review engine","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"intercom-fin","name":"Intercom Fin","category":"Customer Experience","score":65,"tier":"FADING","summary":"Public-surface review of Intercom Fin","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/intercom-fin/","scorecard_url":"https://hlido.eu/data/scorecards/intercom-fin.json","attestation_url":"https://hlido.eu/proof/intercom-fin/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Fin. The #1 AI Agent for customer service\" clearly states the value proposition.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"\"View demo\" and \"Learn more\" links are present on the homepage, suggesting access to a demo and documentation without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Set up Fin with your existing helpdesk or as part of the Intercom Customer Service Suite—with support for additional platforms and custom channels.\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"TRUSTED AND FULLY CERTIFIED\"","source_surface":"homepage"}]}
{"slug":"ironclad","name":"Ironclad","category":"Specialized verticals","score":78,"tier":"STEADY","summary":"Public-surface review of Ironclad","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/ironclad/","scorecard_url":"https://hlido.eu/data/scorecards/ironclad.json","attestation_url":"https://hlido.eu/proof/ironclad/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"AI Contract Lifecycle Management","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The pricing page is accessible from the homepage in two clicks via the 'Products' link and then the 'Pricing' link.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Connect to your favorite apps with our API and integrations; unlock additional instances; or enhance your team’s success plan.","source_surface":"pricing"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"janitor-ai","name":"Janitor AI","category":"Chat & Companion","score":53,"tier":"FADING","summary":"Public-surface review of Janitor AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/janitor-ai/","scorecard_url":"https://hlido.eu/data/scorecards/janitor-ai.json","attestation_url":"https://hlido.eu/proof/janitor-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"janitor - Build, share, and explore!","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage contains links for 'Login' and 'Register', indicating that access may be restricted.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"jared-so","name":"jared-so","category":"Productivity","score":40,"tier":"FADING","summary":"Public-surface review of jared-so.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/jared-so/","scorecard_url":"https://hlido.eu/data/scorecards/jared-so.json","attestation_url":"https://hlido.eu/proof/jared-so/","last_tested":"2026-05-01"}
{"slug":"jasper","name":"Jasper","category":"Marketing & Content","score":90,"tier":"VITAL","summary":"Public-surface review of Jasper","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/jasper/","scorecard_url":"https://hlido.eu/data/scorecards/jasper.json","attestation_url":"https://hlido.eu/proof/jasper/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Put AI agents to work for marketing","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Documentation is accessible without login.","source_surface":"integrations"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Jasper integrates with the tools your team already uses.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"jina-ai","name":"Jina AI","category":"Infrastructure","score":65,"tier":"FADING","summary":"Public-surface review of Jina AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/jina-ai/","scorecard_url":"https://hlido.eu/data/scorecards/jina-ai.json","attestation_url":"https://hlido.eu/proof/jina-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Your Search Foundation Supercharged.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Start instantly—no credit card or registration needed!","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"We are SOC 2 Type 1 & 2 compliant with the American Institute of Certified Public Accountants (AICPA).","source_surface":"homepage"}]}
{"slug":"julius-ai","name":"Julius","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of Julius","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/julius-ai/","scorecard_url":"https://hlido.eu/data/scorecards/julius-ai.json","attestation_url":"https://hlido.eu/proof/julius-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Early stage AI lab based in San Francisco with a mission to build the most powerful AI tools for knowledge workers.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Popular integrations include Postgres, Google Drive, Snowflake, SQL Server, and MCP.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"SOC 2 Type 2 Certified","source_surface":"homepage"}]}
{"slug":"kagi","name":"Kagi","category":"Research","score":78,"tier":"STEADY","summary":"Public-surface review of Kagi","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/kagi/","scorecard_url":"https://hlido.eu/data/scorecards/kagi.json","attestation_url":"https://hlido.eu/proof/kagi/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Reclaim the web, restore your privacy\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"link\":{\"name\":\"Pricing\"},\"role\":\"link\"","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Help Docs (opens in a new tab)","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Access multiple AI models without being tracked. Use the power of different LLMs, all grounded by Kagi search results, while keeping your prompts and data private.\"","source_surface":"homepage"}]}
{"slug":"kaily","name":"Kaily","category":"AI Agent","score":78,"tier":"STEADY","summary":"Public-surface review of Kaily","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/kaily/","scorecard_url":"https://hlido.eu/data/scorecards/kaily.json","attestation_url":"https://hlido.eu/proof/kaily/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Meet Fynd Kaily, the AI agent that gets real work done. It sells, resolves, and automates daily tasks in a flash","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Native integrations with","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"kapa-ai","name":"Kapa AI","category":"Customer Experience","score":90,"tier":"VITAL","summary":"Public-surface review of Kapa AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/kapa-ai/","scorecard_url":"https://hlido.eu/data/scorecards/kapa-ai.json","attestation_url":"https://hlido.eu/proof/kapa-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Kapa builds accurate AI agents from your technical documentation and 50+ other sources.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The pricing link is accessible from the homepage, allowing navigation to the pricing page in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Try it live\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"30+ data source integrations that are optimized for LLMs and automatically refresh, ensuring up-to-date information.\"","source_surface":"pricing"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Enterprise-grade security with SOC II Type II certification and advanced PII detection & masking technology for data security.\"","source_surface":"pricing"}]}
{"slug":"kensho","name":"Kensho","category":"Specialized verticals","score":53,"tier":"FADING","summary":"Public-surface review of Kensho","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/kensho/","scorecard_url":"https://hlido.eu/data/scorecards/kensho.json","attestation_url":"https://hlido.eu/proof/kensho/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"WE ILLUMINATE INSIGHTS IN THE WORLDʼS DATA","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"khanmigo","name":"Khanmigo","category":"Specialized verticals","score":53,"tier":"FADING","summary":"Public-surface review of Khanmigo","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/khanmigo/","scorecard_url":"https://hlido.eu/data/scorecards/khanmigo.json","attestation_url":"https://hlido.eu/proof/khanmigo/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Khanmigo is your always-available on-demand AI-powered support for education.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Khanmigo simplifies your workflow while keeping your work and your student data private and secure.","source_surface":"homepage"}]}
{"slug":"kimi-moonshot","name":"Kimi (Moonshot)","category":"Chat & Companion","score":53,"tier":"FADING","summary":"Public-surface review of Kimi (Moonshot)","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/kimi-moonshot/","scorecard_url":"https://hlido.eu/data/scorecards/kimi-moonshot.json","attestation_url":"https://hlido.eu/proof/kimi-moonshot/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Kimi K2.6. It's here. Coding, Agent Swarm, Kimi Claw. Upgraded.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"The homepage includes a link to 'Docs', suggesting documentation is accessible.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"klariqo","name":"Klariqo","category":"Voice","score":58,"tier":"FADING","summary":"Polished voice-agent platform for SMB outbound. Strong UX but enterprise-only pricing and a login wall block full verification.","evidence_count":8,"proof_depth":40,"claim_coverage":40,"assertions_passed":8,"assertions_failed":3,"momentum":4,"review_url":"https://hlido.eu/reviews/klariqo/","scorecard_url":"https://hlido.eu/data/scorecards/klariqo.json","attestation_url":"https://hlido.eu/proof/klariqo/","last_tested":"2026-04-09"}
{"slug":"kling-ai","name":"Kling","category":"Image & Design","score":53,"tier":"FADING","summary":"Public-surface review of Kling","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/kling-ai/","scorecard_url":"https://hlido.eu/data/scorecards/kling-ai.json","attestation_url":"https://hlido.eu/proof/kling-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Kling AI: Next-Generation AI Creative Studio","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"klipy","name":"Klipy","category":"AI Agent","score":40,"tier":"FADING","summary":"Public-surface review of Klipy","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/klipy/","scorecard_url":"https://hlido.eu/data/scorecards/klipy.json","attestation_url":"https://hlido.eu/proof/klipy/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"blocked","evidence_quote_short":"This website uses a security service to protect against malicious bots.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"blocked","evidence_quote_short":"This website uses a security service to protect against malicious bots.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"komo-ai","name":"Komo","category":"Research","score":53,"tier":"FADING","summary":"Public-surface review of Komo","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/komo-ai/","scorecard_url":"https://hlido.eu/data/scorecards/komo-ai.json","attestation_url":"https://hlido.eu/proof/komo-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Homepage publicly accessible and value proposition clearly stated as 'Agentic AI for Centralized Operations' and 'Purpose-built AI for Mission-Critical Operations'.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to access in 2 clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage does not mention any documentation or live demo accessible without login, only a 'Request Demo' link is present.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Komo agents connect natively to your ERP, email, and industry-specific platforms.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Modern & secure data practices","source_surface":"homepage"}]}
{"slug":"kore-ai","name":"Kore.ai","category":"Customer Experience","score":65,"tier":"FADING","summary":"Public-surface review of Kore.ai","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/kore-ai/","scorecard_url":"https://hlido.eu/data/scorecards/kore-ai.json","attestation_url":"https://hlido.eu/proof/kore-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Agentic AI Applications for the Enterprise | Kore.ai\" clearly states the value proposition.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Documentation","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Leverage pre-built AI agents, templates, and integrations from the Kore.ai Marketplace.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"krea","name":"Krea","category":"Image & Design","score":78,"tier":"STEADY","summary":"Public-surface review of Krea","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/krea/","scorecard_url":"https://hlido.eu/data/scorecards/krea.json","attestation_url":"https://hlido.eu/proof/krea/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Krea.ai is a powerful AI suite for Creatives.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Krea offers a free plan with no credit card required, allowing users to generate images and videos without logging in.","source_surface":"pricing"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Comprehensive legal terms designed for businesses, including data protection and no-training clauses for your content.\"","source_surface":"pricing"}]}
{"slug":"lambda-labs","name":"Lambda Labs","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of Lambda Labs","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/lambda-labs/","scorecard_url":"https://hlido.eu/data/scorecards/lambda-labs.json","attestation_url":"https://hlido.eu/proof/lambda-labs/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The homepage states, 'Supercomputers for training and inference' and 'Built for AI. Ready for superintelligence.'","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is directly available on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Documentation (opens in a new tab)","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Achieve production-grade compliance with SOC 2 Type II certification.","source_surface":"homepage"}]}
{"slug":"langchain","name":"LangChain","category":"Frameworks & Eval","score":90,"tier":"VITAL","summary":"Public-surface review of LangChain","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/langchain/","scorecard_url":"https://hlido.eu/data/scorecards/langchain.json","attestation_url":"https://hlido.eu/proof/langchain/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"LangSmith, the agent engineering platform, helps developers debug every agent decision, eval changes, and deploy in one click.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a direct link to the Pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Docs\" is listed as a link on the homepage, indicating accessibility without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Trace your preferred framework or integrate LangSmith with any agent stack using our Python, TypeScript, Go, or Java SDKs.\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Custom SSO and RBAC","source_surface":"pricing"}]}
{"slug":"langflow","name":"Langflow","category":"Workflow & Automation","score":78,"tier":"STEADY","summary":"Public-surface review of Langflow","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/langflow/","scorecard_url":"https://hlido.eu/data/scorecards/langflow.json","attestation_url":"https://hlido.eu/proof/langflow/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Langflow is a powerful tool to build and deploy AI agents and MCP servers.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, only links to Docs and Get Started for Free.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Docs' which implies documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Langflow supports all major LLMs, vector databases and a growing library of AI tools.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"The new LANGFLOW_ALLOW_CUSTOM_COMPONENTS environment variable allows Langflow administrators to disable execution of custom Python components, which improves security in controlled deployments.","source_surface":"changelog"}]}
{"slug":"langfuse","name":"Langfuse","category":"Frameworks & Eval","score":90,"tier":"VITAL","summary":"Public-surface review of Langfuse","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/langfuse/","scorecard_url":"https://hlido.eu/data/scorecards/langfuse.json","attestation_url":"https://hlido.eu/proof/langfuse/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Langfuse is an open-source LLM engineering platform that helps teams collaboratively debug, analyze, and iterate on their LLM applications.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is present on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The documentation is accessible without login.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Langfuse works with any language and framework supporting OTel instrumentation. Additionally, 80+ integrations make getting started even easier.\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"SOC2 & ISO27001 reports, BAA available (HIPAA)\"","source_surface":"pricing"}]}
{"slug":"langsmith","name":"LangSmith","category":"Frameworks & Eval","score":53,"tier":"FADING","summary":"Public-surface review of LangSmith","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/langsmith/","scorecard_url":"https://hlido.eu/data/scorecards/langsmith.json","attestation_url":"https://hlido.eu/proof/langsmith/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The platform for agent engineering","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage only provides options to sign up or log in, with no mention of accessible documentation or live demo without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"By continuing, you agree to our Terms of Service and Privacy Policy.","source_surface":"homepage"}]}
{"slug":"lavender-ai","name":"Lavender","category":"Customer Experience","score":78,"tier":"STEADY","summary":"Public-surface review of Lavender","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/lavender-ai/","scorecard_url":"https://hlido.eu/data/scorecards/lavender-ai.json","attestation_url":"https://hlido.eu/proof/lavender-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Your intelligent AI sales agent. Never Write a Cold Email Again.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to the 'Pricing' page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"The homepage mentions a 'Schedule a Team Demo' and 'Learn more about Ora here', which suggests some level of accessibility to demos or documentation without login, but does not explicitly confirm it.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"We integrate with Gmail, Outlook, Outreach, Salesloft, HubSpot, Apollo, Groove, Gong and more.","source_surface":"pricing"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"We take your privacy seriously. We are SOC2-certified and GDPR-compliant.","source_surface":"homepage"}]}
{"slug":"leonardo-ai","name":"Leonardo AI","category":"Image & Design","score":78,"tier":"STEADY","summary":"Public-surface review of Leonardo AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/leonardo-ai/","scorecard_url":"https://hlido.eu/data/scorecards/leonardo-ai.json","attestation_url":"https://hlido.eu/proof/leonardo-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"THE CREATOR-FIRST GENERATIVE AI PLATFORM\" clearly states the value proposition.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Explore our clear, easy to follow documentation or speak with our team to deploy Leonardo’s API in your environment.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Connect to Leonardo’s full creative stack through a single image and video generation API, supporting workflows like text-to-image, image-to-image, and image-to-video generation, all in one place.\"","source_surface":"docs"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Your input images are private and accessible only to you.","source_surface":"docs"}]}
{"slug":"lessie-ai","name":"Lessie AI","category":"AI Agent","score":78,"tier":"STEADY","summary":"Public-surface review of Lessie AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/lessie-ai/","scorecard_url":"https://hlido.eu/data/scorecards/lessie-ai.json","attestation_url":"https://hlido.eu/proof/lessie-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"AI People Search Engine to Find People Instantly\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Our AI finds event organizers, creators, and businesses that align with your goals.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"lindy-ai","name":"lindy-ai","category":"AI Agent","score":50,"tier":"FADING","summary":"{\"strategic_alpha\":{\"predicted\":75,\"reasoning\":\"4,000+ integrations + agent swarms is a strong moat; competitive intelligence use case is highly valuable and differentiated.\"},\"execution_grit\":{\"predicted\":65,\"reasoning\":\"Free tier limits + potential rate-limiting on web scrapers could undermine reliability; 4,000 integrations breadth vs depth tradeoff.\"},\"craft_and_soul\":{\"predicted\":72,\"reasoning\":\"Known for clean interface; founder (@Altimor) has 44K followers suggesting community trust and polished execution.\"},\"value_signal\":{\"predicted\":55,\"reasoning\":\"Free tier is real but limited; credit consumption opacity at scale is a known community concern.\"}}","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/lindy-ai/","scorecard_url":"https://hlido.eu/data/scorecards/lindy-ai.json","attestation_url":"https://hlido.eu/proof/lindy-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage loads without login and agent builder visible","verdict":"pass","evidence_quote_short":"\"Lindy helps run your day like a world-class executive assistant.\"","source_surface":"homepage"},{"claim":"Free tier accessible without credit card","verdict":"partial_pass","evidence_quote_short":"Start with 7 days free. Cancel anytime.","source_surface":"homepage"},{"claim":"Agent swarm feature accessible on free tier","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"4,000+ integrations list publicly visible","verdict":"partial_pass","evidence_quote_short":"With hundreds of integrations, Lindy can read your Slack, cross-reference your calendar, and draft a response in Gmail, all without you asking.","source_surface":"homepage"},{"claim":"Competitive intelligence use case testable in free tier","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Pricing page accessible with credit breakdown","verdict":"pass","evidence_quote_short":"\"$49.99 / month\"","source_surface":"homepage"},{"claim":"Response quality evaluable in 1-2 agent runs","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"livekit","name":"LiveKit","category":"Voice","score":78,"tier":"STEADY","summary":"Public-surface review of LiveKit","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/livekit/","scorecard_url":"https://hlido.eu/data/scorecards/livekit.json","attestation_url":"https://hlido.eu/proof/livekit/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Build voice, video, and physical AI agents","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is present on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"View documentation\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Phone numbers and SIP integrations for telephony","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"GDPR, SOC 2 TYPE 2, HIPAA\"","source_surface":"homepage"}]}
{"slug":"livekit-agents","name":"LiveKit Agents","category":"Voice","score":78,"tier":"STEADY","summary":"Public-surface review of LiveKit Agents","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/livekit-agents/","scorecard_url":"https://hlido.eu/data/scorecards/livekit-agents.json","attestation_url":"https://hlido.eu/proof/livekit-agents/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The homepage states, \"The open source framework and cloud platform for voice, video, and physical AI agents.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"The framework is fully open source and supported by an active community.\"","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"The framework supports plugins for most major AI providers, with more continually added.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"llamaindex","name":"LlamaIndex","category":"Frameworks & Eval","score":78,"tier":"STEADY","summary":"Public-surface review of LlamaIndex","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/llamaindex/","scorecard_url":"https://hlido.eu/data/scorecards/llamaindex.json","attestation_url":"https://hlido.eu/proof/llamaindex/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"LlamaParse turns hours of manual document processing into seconds of automation, with VLM-powered document understanding agents.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to 'Pricing' that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The documentation is accessible without login.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Enterprise-Grade Security: Granular access controls, enhanced data encryption, and HIPAA, GDPR, and SOC2 compliant out-of-the-box.","source_surface":"homepage"}]}
{"slug":"lmarena","name":"Chatbot Arena (LMArena)","category":"Frameworks & Eval","score":40,"tier":"FADING","summary":"Public side-by-side LLM comparison platform. Type a prompt, get two anonymous model answers, vote which is better. Used as the de facto LLM leaderboard.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/lmarena/","scorecard_url":"https://hlido.eu/data/scorecards/lmarena.json","attestation_url":"https://hlido.eu/proof/lmarena/","last_tested":"2026-05-01","claims":[{"claim":"Verify the LMArena homepage loads with a chat input textarea visible without requiring sign-in","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Type the literal prompt 'Explain in two sentences why the sky is blue' into the main chat input textarea and submit it (press Enter or click the send button). Wait for AI responses to appear.","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Verify that AI-generated text content has appeared on the page in response to the prompt — at least one model has produced a visible answer with multiple words","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Verify a Leaderboard link is visible in the navigation that leads to model rankings","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"lmstudio","name":"LM Studio","category":"Infrastructure","score":65,"tier":"FADING","summary":"Public-surface review of LM Studio","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/lmstudio/","scorecard_url":"https://hlido.eu/data/scorecards/lmstudio.json","attestation_url":"https://hlido.eu/proof/lmstudio/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Run AI models, locally and privately.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Build with LM Studio's local APIs and SDKs — TypeScript, Python, REST, and OpenAI and Anthropic-compatible endpoints.\"","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Build with LM Studio's local APIs and SDKs — TypeScript, Python, REST, and OpenAI and Anthropic-compatible endpoints.","source_surface":"docs"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Run AI models, locally and privately.\"","source_surface":"homepage"}]}
{"slug":"lovable","name":"Lovable","category":"Coding","score":78,"tier":"STEADY","summary":"Public-surface review of Lovable","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/lovable/","scorecard_url":"https://hlido.eu/data/scorecards/lovable.json","attestation_url":"https://hlido.eu/proof/lovable/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Create apps and websites by chatting with AI","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Learn, Templates, Guides, Connectors, Videos, Blog, Support, Reviews, FAQs, Sitemap\" are accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Enterprise-grade security and compliance certifications","source_surface":"pricing"}]}
{"slug":"luma-ai-agents","name":"Luma AI Agents","category":"AI Agent","score":65,"tier":"FADING","summary":"Public-surface review of Luma AI Agents","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/luma-ai-agents/","scorecard_url":"https://hlido.eu/data/scorecards/luma-ai-agents.json","attestation_url":"https://hlido.eu/proof/luma-ai-agents/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Creative agents that make you prolific","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a direct link to the 'PRICING' page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"Explore what you can create with Luma. Discover workflows, best practices, and new ways to bring ideas to life with an intelligent multimodal Agent by your side.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Luma AI will provide implementation support and training across Serviceplan Group’s global teams to ensure consistent adoption and responsible deployment.","source_surface":"integrations"}]}
{"slug":"luma-genie","name":"Luma Genie","category":"Image & Design","score":65,"tier":"FADING","summary":"Public-surface review of Luma Genie","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/luma-genie/","scorecard_url":"https://hlido.eu/data/scorecards/luma-genie.json","attestation_url":"https://hlido.eu/proof/luma-genie/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Creative agents that make you prolific","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a direct link to the 'PRICING' page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"luminance","name":"Luminance","category":"Specialized verticals","score":65,"tier":"FADING","summary":"Public-surface review of Luminance","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/luminance/","scorecard_url":"https://hlido.eu/data/scorecards/luminance.json","attestation_url":"https://hlido.eu/proof/luminance/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Luminance uses Legal-Grade™ agents to automate, expedite and enhance contract activity across the business.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage contains a 'Request a demo' link which implies that a demo may require login or submission of details.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Luminance has partnered with top providers in the Business Transformation space, who bring their expertise to a wide range of services including technology readiness assessment, adoption project mana…","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Best-in-Class Security","source_surface":"homepage"}]}
{"slug":"lutra","name":"Lutra","category":"Workflow & Automation","score":78,"tier":"STEADY","summary":"Public-surface review of Lutra","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/lutra/","scorecard_url":"https://hlido.eu/data/scorecards/lutra.json","attestation_url":"https://hlido.eu/proof/lutra/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Securely connect your enterprise data & apps to AI.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Lutra integrates with your favorite apps and services and creates custom integrations in minutes.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Lutra integrates with your data. It uses AI to build connectors to any API, allowing you to automate your data with all the other apps you use.","source_surface":"homepage"}]}
{"slug":"magic-dev","name":"Magic","category":"Coding","score":53,"tier":"FADING","summary":"Public-surface review of Magic","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/magic-dev/","scorecard_url":"https://hlido.eu/data/scorecards/magic-dev.json","attestation_url":"https://hlido.eu/proof/magic-dev/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Magic is building frontier code models to automate software engineering and research.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, only links to Blog, Careers, and Safety.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"magic-school","name":"MagicSchool","category":"Specialized verticals","score":78,"tier":"STEADY","summary":"Public-surface review of MagicSchool","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/magic-school/","scorecard_url":"https://hlido.eu/data/scorecards/magic-school.json","attestation_url":"https://hlido.eu/proof/magic-school/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The #1 AI platform for Districts","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"We integrate with systems like Clever and ClassLink, fit within your existing protocols, and support your team from setup through launch.\"","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Best in class privacy and security\"","source_surface":"pricing"}]}
{"slug":"magine","name":"Magine","category":"AI Agent","score":65,"tier":"FADING","summary":"Public-surface review of Magine","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/magine/","scorecard_url":"https://hlido.eu/data/scorecards/magine.json","attestation_url":"https://hlido.eu/proof/magine/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Your all-in-one streaming solution! Entertain global audiences with a streaming service that harnesses our expertise and data to boost user engagement, minimise churn, and enrich content exploration.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to the 'Knowledge Base' and 'API Documentation', which suggests accessibility without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"make-com","name":"Make","category":"Workflow & Automation","score":90,"tier":"VITAL","summary":"Public-surface review of Make","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/make-com/","scorecard_url":"https://hlido.eu/data/scorecards/make-com.json","attestation_url":"https://hlido.eu/proof/make-com/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The visual AI automation platform","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The menu item 'Pricing' is accessible from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Explore our documentation & resources","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"3,000+ Integration Apps | Connect & Automate Software | Make\"","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Scale securely with visual-first AI-powered enterprise automation\"","source_surface":"homepage"}]}
{"slug":"mem-ai","name":"Mem","category":"Productivity","score":90,"tier":"VITAL","summary":"Public-surface review of Mem","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/mem-ai/","scorecard_url":"https://hlido.eu/data/scorecards/mem-ai.json","attestation_url":"https://hlido.eu/proof/mem-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"One place for everything on your mind","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Check out our Help and Support center.","source_surface":"pricing"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Your Google and Outlook calendars now sync directly into Mem.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Trust Center is live with SOC 2 documentation and sub-processor transparency.","source_surface":"integrations"}]}
{"slug":"mendable","name":"Mendable","category":"Research","score":78,"tier":"STEADY","summary":"Public-surface review of Mendable","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/mendable/","scorecard_url":"https://hlido.eu/data/scorecards/mendable.json","attestation_url":"https://hlido.eu/proof/mendable/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Mendable is the easiest way to decrease user activation time. Our AI is trained on your data and can instantly answer any question your customers have when onboarding or just using your product.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Documentation is accessible without login at docs.mendable.ai.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Mendable supports SAML 2.0, OpenID Connect, and OAuth 2.0 for single sign-on (SSO) and identity federation.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Mendable is SOC 2 Type II certified. Check out our AI Trust Center for additional information.","source_surface":"homepage"}]}
{"slug":"meshy-ai","name":"Meshy","category":"Image & Design","score":90,"tier":"VITAL","summary":"Public-surface review of Meshy","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/meshy-ai/","scorecard_url":"https://hlido.eu/data/scorecards/meshy-ai.json","attestation_url":"https://hlido.eu/proof/meshy-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Meet the world's most popular and intuitive free AI 3D model generator.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The 'Pricing' link is accessible directly from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Documentation and resources are accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Full DCC Bridge (Roblox, Blender, Godot, Unity, Unreal, Maya, 3ds Max)","source_surface":"pricing"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"metagpt","name":"MetaGPT","category":"Coding","score":65,"tier":"FADING","summary":"Public-surface review of MetaGPT","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/metagpt/","scorecard_url":"https://hlido.eu/data/scorecards/metagpt.json","attestation_url":"https://hlido.eu/proof/metagpt/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Atoms offers a smoother, faster, and more cohesive environment for creation.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"microsoft-copilot","name":"Microsoft Copilot","category":"Chat & Companion","score":53,"tier":"FADING","summary":"Public-surface review of Microsoft Copilot","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/microsoft-copilot/","scorecard_url":"https://hlido.eu/data/scorecards/microsoft-copilot.json","attestation_url":"https://hlido.eu/proof/microsoft-copilot/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Microsoft Copilot: Your AI companion","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"We value your privacy","source_surface":"homepage"}]}
{"slug":"midjourney","name":"Midjourney","category":"Image & Design","score":53,"tier":"FADING","summary":"Public-surface review of Midjourney","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/midjourney/","scorecard_url":"https://hlido.eu/data/scorecards/midjourney.json","attestation_url":"https://hlido.eu/proof/midjourney/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"We're a community-funded research lab of 60 people known for building the most beautiful AI models in the world.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"The homepage includes a link to 'Documentation'.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"mindstudio","name":"MindStudio","category":"AI Agent","score":78,"tier":"STEADY","summary":"Public-surface review of MindStudio","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/mindstudio/","scorecard_url":"https://hlido.eu/data/scorecards/mindstudio.json","attestation_url":"https://hlido.eu/proof/mindstudio/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Meet Remy. Remy is a product agent, a new way to build software.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Hundreds of hours of video tutorials, guides, and step-by-step walkthroughs\"","source_surface":"pricing"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"1,000+ Pre-built integrations\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Your data is never used for training","source_surface":"pricing"}]}
{"slug":"mistral-le-chat","name":"Mistral Le Chat","category":"Chat & Companion","score":40,"tier":"FADING","summary":"Public-surface review of Mistral Le Chat","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/mistral-le-chat/","scorecard_url":"https://hlido.eu/data/scorecards/mistral-le-chat.json","attestation_url":"https://hlido.eu/proof/mistral-le-chat/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"partial_pass","evidence_quote_short":"The homepage is publicly accessible, but there is no clear value proposition stated in the provided text.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain any links or buttons that lead to a pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage only includes buttons for 'Sign in' and 'Sign up', indicating that access requires login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"modal-com","name":"Modal","category":"Infrastructure","score":90,"tier":"VITAL","summary":"Public-surface review of Modal","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/modal-com/","scorecard_url":"https://hlido.eu/data/scorecards/modal-com.json","attestation_url":"https://hlido.eu/proof/modal-com/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"AI infrastructure that developers love","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Modal Documentation\"","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"First-party integrations","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"SOC2 & HIPAA\" and \"Data residency controls\"","source_surface":"homepage"}]}
{"slug":"molmoweb","name":"MolmoWeb","category":"AI Agent","score":40,"tier":"FADING","summary":"Public-surface review of MolmoWeb","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/molmoweb/","scorecard_url":"https://hlido.eu/data/scorecards/molmoweb.json","attestation_url":"https://hlido.eu/proof/molmoweb/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"you will not submit or upload personal, sensitive, confidential, or proprietary information to Playground;","source_surface":"homepage"}]}
{"slug":"monday-ai","name":"Monday AI","category":"Productivity","score":53,"tier":"FADING","summary":"Public-surface review of Monday AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/monday-ai/","scorecard_url":"https://hlido.eu/data/scorecards/monday-ai.json","attestation_url":"https://hlido.eu/proof/monday-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"fail","evidence_quote_short":"So sorry, we couldn’t find what you were looking for...","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage|pricing|docs|integrations|templates|changelog|demo|other"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage|pricing|docs|integrations|templates|changelog|demo|other"}]}
{"slug":"multion","name":"MultiOn","category":"Infrastructure","score":53,"tier":"FADING","summary":"Public-surface review of MultiOn","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/multion/","scorecard_url":"https://hlido.eu/data/scorecards/multion.json","attestation_url":"https://hlido.eu/proof/multion/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"We are an AI lab pioneering on-device Superintelligence, on a mission to bring it to everyday life.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Our goal is to enable the era of AI-native devices with agents that are fully-private, trustworthy and run locally - ushering in true decentralization of intelligence.","source_surface":"homepage"}]}
{"slug":"murf-ai","name":"Murf AI","category":"Voice","score":65,"tier":"FADING","summary":"Public-surface review of Murf AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/murf-ai/","scorecard_url":"https://hlido.eu/data/scorecards/murf-ai.json","attestation_url":"https://hlido.eu/proof/murf-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Ultra-Realistic AI Voice Generator Built for Maximum Speed & Efficiency\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Visit Murf Pricing Page\" is a link on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Murf voices can also be used with: Adobe Captivate, Adobe Audition, and many more\"","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Enterprise-grade Security & Support\" and \"No Training on your Data\" are mentioned in the pricing section.","source_surface":"pricing"}]}
{"slug":"mutiny","name":"Mutiny","category":"Marketing & Content","score":65,"tier":"FADING","summary":"Public-surface review of Mutiny","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/mutiny/","scorecard_url":"https://hlido.eu/data/scorecards/mutiny.json","attestation_url":"https://hlido.eu/proof/mutiny/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Your AI agent for creating anything customer-facing","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Pricing\" is listed as a link on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Enterprise adds SSO for IT/security compliance, Salesforce & HubSpot integration","source_surface":"pricing"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Mutiny is SOC 2 certified.","source_surface":"pricing"}]}
{"slug":"n8n","name":"n8n","category":"Workflow & Automation","score":90,"tier":"VITAL","summary":"Public-surface review of n8n","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/n8n/","scorecard_url":"https://hlido.eu/data/scorecards/n8n.json","attestation_url":"https://hlido.eu/proof/n8n/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"AI Workflow Automation Platform - n8n\" and \"Build visually, go deep with code, connect to anything.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The 'Pricing' menu item is accessible directly from the homepage menu.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to the 'Docs' section, which suggests that documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Plug AI into your own data & over 500 integrations\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Protect your data by deploying on-prem.\"","source_surface":"homepage"}]}
{"slug":"nabla","name":"Nabla","category":"Specialized verticals","score":78,"tier":"STEADY","summary":"Public-surface review of Nabla","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/nabla/","scorecard_url":"https://hlido.eu/data/scorecards/nabla.json","attestation_url":"https://hlido.eu/proof/nabla/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Smarter clinical workflows. Elevated care.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage provides links to 'Learn more' and 'Get a demo' which suggest accessible information without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Nabla integrates seamlessly with most EHR vendors used by leading healthcare organizations, embedding directly into your existing system to streamline and simplify clinical documentation.\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"We are HIPAA and GDPR compliant","source_surface":"homepage"}]}
{"slug":"naoma-ai-demo-agent","name":"Naoma AI Demo Agent","category":"Customer Experience","score":80,"tier":"STEADY","summary":"Real customer-journey review completed and published with a final verdict.","evidence_count":14,"proof_depth":100,"claim_coverage":84,"assertions_passed":18,"assertions_failed":4,"momentum":6,"review_url":"https://hlido.eu/reviews/naoma-ai-demo-agent/","scorecard_url":"https://hlido.eu/data/scorecards/naoma-ai-demo-agent.json","attestation_url":"https://hlido.eu/proof/naoma-ai-demo-agent/","last_tested":"2026-03-21"}
{"slug":"nebius","name":"Nebius","category":"Infrastructure","score":40,"tier":"FADING","summary":"Public-surface review of Nebius","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/nebius/","scorecard_url":"https://hlido.eu/data/scorecards/nebius.json","attestation_url":"https://hlido.eu/proof/nebius/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"blocked","evidence_quote_short":"The homepage returned a 'Page not found' error.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"blocked","evidence_quote_short":"The homepage leads to a 'Page not found' error.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"blocked","evidence_quote_short":"Page doesn't exist","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"needle-2-0","name":"needle-2-0","category":"Productivity","score":80,"tier":"STEADY","summary":"Public-surface review of needle-2-0.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/needle-2-0/","scorecard_url":"https://hlido.eu/data/scorecards/needle-2-0.json","attestation_url":"https://hlido.eu/proof/needle-2-0/","last_tested":"2026-05-01","claims":[{"claim":"No credit card required to start — free tier accessible immediately","verdict":"pass","evidence_quote_short":"No credit card required. Free to start.","source_surface":"homepage"},{"claim":"Connect Google Drive or Slack — data connector integration works","verdict":"pass","evidence_quote_short":"\"Connect Google Sheets with Sponsor Outreach\"","source_surface":"integrations"},{"claim":"Upload PDF and ask a question — knowledge threading answer quality","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Create workflow via natural language ('vibe automate') — NL automation works","verdict":"pass","evidence_quote_short":"\"What would you like tovibeautomate?\"","source_surface":"homepage"},{"claim":"Cross-source query — ask question spanning multiple connected data sources","verdict":"pass","evidence_quote_short":"\"Find, clean, and qualify German SMB leads from multiple directories, then generate tailored outreach emails...\"","source_surface":"templates"},{"claim":"Source citation in AI answers — does Needle cite source documents?","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Free plan limits — connectors, workflows, and queries allowed on free tier","verdict":"pass","evidence_quote_short":"\"1K workflow credits\" and \"750 builder credits\" are specified for the free plan.","source_surface":"pricing"},{"claim":"Pricing page public and transparent — all tiers visible without login","verdict":"pass","evidence_quote_short":"We offer plans to suit every need.","source_surface":"pricing"}]}
{"slug":"netomi","name":"Netomi","category":"Customer Experience","score":53,"tier":"FADING","summary":"Public-surface review of Netomi","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/netomi/","scorecard_url":"https://hlido.eu/data/scorecards/netomi.json","attestation_url":"https://hlido.eu/proof/netomi/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Netomi — The only agentic AI platform built for what comes after the pilot.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Compliant by design. Secure by default. SOC 2 Type II, HIPAA, GDPR, ISO 27001, CCPA, and PDPA.","source_surface":"homepage"}]}
{"slug":"nightcafe","name":"NightCafe","category":"Image & Design","score":53,"tier":"FADING","summary":"Public-surface review of NightCafe","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/nightcafe/","scorecard_url":"https://hlido.eu/data/scorecards/nightcafe.json","attestation_url":"https://hlido.eu/proof/nightcafe/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"NightCafe is the AI Art Generator for AI artists, enthusiasts and content creators. Imagine it, create it, share it.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The pricing page is currently inaccessible due to a security verification process.","source_surface":"pricing"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The pricing page indicates that it is performing security verification and does not provide access to documentation or a live demo without login.","source_surface":"pricing"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"notebooklm","name":"NotebookLM","category":"Research","score":65,"tier":"FADING","summary":"Public-surface review of NotebookLM","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/notebooklm/","scorecard_url":"https://hlido.eu/data/scorecards/notebooklm.json","attestation_url":"https://hlido.eu/proof/notebooklm/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Your research and thinking partner, grounded in the information you trust, built with the latest Gemini models.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to the pricing page is labeled 'Plans' and is accessible directly from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"We value your privacy and never use your organization's data to train NotebookLM.","source_surface":"homepage"}]}
{"slug":"notion-ai","name":"Notion AI","category":"Research","score":65,"tier":"FADING","summary":"Public-surface review of Notion AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/notion-ai/","scorecard_url":"https://hlido.eu/data/scorecards/notion-ai.json","attestation_url":"https://hlido.eu/proof/notion-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Meet your 24/7 AI team\" and \"Infinite minds, built for teamwork. Answer questions, prioritize tasks, and write reports—all while you sleep.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"We have contractual agreements with our AI subprocessors that prohibit the use of customer data to train their models.","source_surface":"homepage"}]}
{"slug":"nyx","name":"Nyx","category":"AI Agent","score":40,"tier":"FADING","summary":"Public-surface review of Nyx","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/nyx/","scorecard_url":"https://hlido.eu/data/scorecards/nyx.json","attestation_url":"https://hlido.eu/proof/nyx/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"octoclaw","name":"OctoClaw","category":"AI Agent","score":40,"tier":"FADING","summary":"Public-surface review of OctoClaw","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/octoclaw/","scorecard_url":"https://hlido.eu/data/scorecards/octoclaw.json","attestation_url":"https://hlido.eu/proof/octoclaw/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"fail","evidence_quote_short":"Diese Domain ist bereits bei IONOS registriert.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to a pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"ollama","name":"Ollama","category":"Infrastructure","score":90,"tier":"VITAL","summary":"Public-surface review of Ollama","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/ollama/","scorecard_url":"https://hlido.eu/data/scorecards/ollama.json","attestation_url":"https://hlido.eu/proof/ollama/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The easiest way to build with open models","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Ollama's documentation is accessible without login.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Ollama supports 40,000+ community integrations.","source_surface":"pricing"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Your data is never trained on.","source_surface":"homepage"}]}
{"slug":"opal-ai","name":"Opal","category":"Productivity","score":40,"tier":"FADING","summary":"Public-surface review of Opal","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/opal-ai/","scorecard_url":"https://hlido.eu/data/scorecards/opal-ai.json","attestation_url":"https://hlido.eu/proof/opal-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"partial_pass","evidence_quote_short":"The homepage is publicly accessible, but the value proposition is not clearly stated.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain any links to a pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"openai-agent-sdk","name":"OpenAI Agent SDK","category":"Workflow & Automation","score":65,"tier":"FADING","summary":"Public-surface review of OpenAI Agent SDK","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/openai-agent-sdk/","scorecard_url":"https://hlido.eu/data/scorecards/openai-agent-sdk.json","attestation_url":"https://hlido.eu/proof/openai-agent-sdk/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The OpenAI Agents SDK enables you to build agentic AI apps in a lightweight, easy-to-use package with very few abstractions.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Check out a variety of sample implementations of the SDK in the examples section of the repo.","source_surface":"templates"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"The SDK includes features like 'Guardrails' for input validation and safety checks, which relate to data handling.","source_surface":"homepage"}]}
{"slug":"openai-operator","name":"OpenAI Operator","category":"Infrastructure","score":65,"tier":"FADING","summary":"Public-surface review of OpenAI Operator","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/openai-operator/","scorecard_url":"https://hlido.eu/data/scorecards/openai-operator.json","attestation_url":"https://hlido.eu/proof/openai-operator/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Get responses tailored to you","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"I found a link labeled 'See plans and pricing' on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The text states, 'Log in to get answers based on saved chats, plus create images and upload files.'","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"you agree to our Terms and have read our Privacy Policy","source_surface":"homepage"}]}
{"slug":"openai-realtime","name":"OpenAI Realtime","category":"Infrastructure","score":90,"tier":"VITAL","summary":"Public-surface review of OpenAI Realtime","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/openai-realtime/","scorecard_url":"https://hlido.eu/data/scorecards/openai-realtime.json","attestation_url":"https://hlido.eu/proof/openai-realtime/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Build low-latency, multimodal LLM applications with the Realtime API.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The OpenAI Realtime API enables low-latency communication with models that natively support speech-to-speech interactions as well as multimodal inputs (audio, images, and text) and outputs (audio and…","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"There are three primary supported interfaces for the Realtime API: WebRTC connection, WebSocket connection, and SIP connection.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"openfang","name":"OpenFang","category":"Productivity","score":40,"tier":"FADING","summary":"OpenFang should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/openfang/","scorecard_url":"https://hlido.eu/data/scorecards/openfang.json","attestation_url":"https://hlido.eu/proof/openfang/","last_tested":"2026-05-01","claims":[{"claim":"Homepage loads without login and value proposition is visible","verdict":"blocked","evidence_quote_short":"The command failed with an error indicating that the argument 'file' cannot be empty.","source_surface":"cli"},{"claim":"Primary agent capability is stated in concrete, testable terms","verdict":"fail","evidence_quote_short":"The command failed with an error stating 'The argument 'file' cannot be empty.'","source_surface":"cli"},{"claim":"Pricing or free/trial path is publicly discoverable","verdict":"blocked","evidence_quote_short":"The command failed due to an empty argument, preventing any output related to pricing or trial paths.","source_surface":"cli"},{"claim":"Install or repository instructions are public and current","verdict":"blocked","evidence_quote_short":"The command failed due to an empty argument, indicating that the necessary input for installation or repository instructions was not provided.","source_surface":"cli"},{"claim":"Core workflow can be inspected from public docs, demo, templates, or repository","verdict":"blocked","evidence_quote_short":"The command failed due to an empty argument, indicating a lack of necessary input to proceed.","source_surface":"cli"},{"claim":"Trust, privacy, or data-handling claims are findable from public navigation","verdict":"blocked","evidence_quote_short":"The command failed due to an empty argument, preventing any output related to trust, privacy, or data-handling claims.","source_surface":"cli"},{"claim":"Competitor/differentiation claim is specific enough to verify","verdict":"blocked","evidence_quote_short":"The command failed due to an empty argument, indicating it could not be executed properly.","source_surface":"cli"},{"claim":"Public surface exposes at least one realistic scenario for the review engine","verdict":"fail","evidence_quote_short":"The command failed with an error indicating that the argument 'file' cannot be empty.","source_surface":"cli"}]}
{"slug":"openhands","name":"OpenHands","category":"Coding","score":90,"tier":"VITAL","summary":"Public-surface review of OpenHands","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/openhands/","scorecard_url":"https://hlido.eu/data/scorecards/openhands.json","attestation_url":"https://hlido.eu/proof/openhands/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Build with coding agents, your way.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is present in the homepage navigation.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Docs' and a button to 'Try it live'.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Native integrations with GitHub, GitLab, CI/CD, Slack, and ticketing tools.\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Enterprise-grade security and control\"","source_surface":"homepage"}]}
{"slug":"openinterpreter","name":"Open Interpreter","category":"Coding","score":78,"tier":"STEADY","summary":"Public-surface review of Open Interpreter","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/openinterpreter/","scorecard_url":"https://hlido.eu/data/scorecards/openinterpreter.json","attestation_url":"https://hlido.eu/proof/openinterpreter/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Think freely. The desktop app for AI power users. Let agents edit files, control apps, and learn new skills.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Iframe name=\"Interpreter browser demo\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Local model usage stays on your device. If you use your own API key, your data goes directly from your device to that provider, not through our servers.","source_surface":"homepage"}]}
{"slug":"openowl","name":"OpenOwl","category":"Workflow & Automation","score":50,"tier":"FADING","summary":"Differentiated MCP desktop automation concept in early stage. Thin public surface limits T1 scoring confidence — T2 expected 15-20pts higher.","evidence_count":4,"proof_depth":30,"claim_coverage":30,"assertions_passed":2,"assertions_failed":4,"momentum":2,"review_url":"https://hlido.eu/reviews/openowl/","scorecard_url":"https://hlido.eu/data/scorecards/openowl.json","attestation_url":"https://hlido.eu/proof/openowl/","last_tested":"2026-04-09"}
{"slug":"openrouter","name":"OpenRouter","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of OpenRouter","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/openrouter/","scorecard_url":"https://hlido.eu/data/scorecards/openrouter.json","attestation_url":"https://hlido.eu/proof/openrouter/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The homepage states, \"The Unified Interface For LLMs\" and highlights features like \"Better prices, better uptime, no subscriptions.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The documentation is accessible without login at the URL https://openrouter.ai/docs/quickstart.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Custom Data Policies Protect your organization with fine grained data policies.","source_surface":"homepage"}]}
{"slug":"openrouter-models","name":"OpenRouter Models","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of OpenRouter Models","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/openrouter-models/","scorecard_url":"https://hlido.eu/data/scorecards/openrouter-models.json","attestation_url":"https://hlido.eu/proof/openrouter-models/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"OpenRouter provides a unified API that gives you access to hundreds of AI models through a single endpoint, while automatically handling fallbacks and selecting the most cost-effective options.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is accessible directly from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The documentation is accessible without login at https://openrouter.ai/docs/quickstart.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"OpenRouter provides a unified API that gives you access to hundreds of AI models through a single endpoint, while automatically handling fallbacks and selecting the most cost-effective options.","source_surface":"docs"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Data Policy-Based Routing\" and \"Managed Policy Enforcement\" are mentioned in the pricing section.","source_surface":"pricing"}]}
{"slug":"optimizely-opal","name":"Optimizely Opal","category":"Marketing & Content","score":90,"tier":"VITAL","summary":"Public-surface review of Optimizely Opal","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/optimizely-opal/","scorecard_url":"https://hlido.eu/data/scorecards/optimizely-opal.json","attestation_url":"https://hlido.eu/proof/optimizely-opal/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"AI-powered digital experiences that turn heads","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to the pricing page is labeled 'Plans & pricing' and is accessible directly from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The documentation is accessible without login at the URL: https://www.optimizely.com/developers/","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Optimizely products integrate with all your favorite apps and tools to work just the way you need it to work.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"orange-slice","name":"Orange Slice","category":"AI Agent","score":90,"tier":"VITAL","summary":"Public-surface review of Orange Slice","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/orange-slice/","scorecard_url":"https://hlido.eu/data/scorecards/orange-slice.json","attestation_url":"https://hlido.eu/proof/orange-slice/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Automate any sales task with AI\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to the Pricing page is directly accessible from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"“SEE IT IN ACTION”","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"INTEGRATIONS","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"otter-ai","name":"Otter.ai","category":"Productivity","score":90,"tier":"VITAL","summary":"Public-surface review of Otter.ai","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/otter-ai/","scorecard_url":"https://hlido.eu/data/scorecards/otter-ai.json","attestation_url":"https://hlido.eu/proof/otter-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Your AI notetaker is now also your Conversational Knowledge Engine\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The 'Pricing' link is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Demo it live\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Countless integrations automatically connect your meetings to tools like Slack, Zoom, Salesforce, Google Drive, and many others.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Otter is built with the security, governance, and compliance controls enterprises expect.\"","source_surface":"homepage"}]}
{"slug":"outreach-io","name":"Outreach","category":"Customer Experience","score":65,"tier":"FADING","summary":"Public-surface review of Outreach","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/outreach-io/","scorecard_url":"https://hlido.eu/data/scorecards/outreach-io.json","attestation_url":"https://hlido.eu/proof/outreach-io/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Outreach is the only revenue orchestration platform for prospecting, managing deals, forecasting, coaching, and expanding accounts — all in one agentic AI platform.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is directly available on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Enterprise-grade encryption, SSO, and role-based access controls built to secure the most sensitive revenue data.","source_surface":"homepage"}]}
{"slug":"outset-ai","name":"Outset AI","category":"AI Agent","score":65,"tier":"FADING","summary":"Public-surface review of Outset AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/outset-ai/","scorecard_url":"https://hlido.eu/data/scorecards/outset-ai.json","attestation_url":"https://hlido.eu/proof/outset-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Outset is the all-in-one research platform combining conversational AI, behavioral intelligence, and emotional analysis to bridge the gap between what consumers say and what they do, at unprecedented…","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is present on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Outset is SOC 2 Type II certified, GDPR compliant, and HIPAA compliant.","source_surface":"pricing"}]}
{"slug":"ovren","name":"ovren","category":"AI Agent","score":40,"tier":"FADING","summary":"{\"strategic_alpha\":{\"predicted\":72,\"reasoning\":\"Dual-role FE+BE agents delivering reviewable PRs is highly differentiated vs IDE copilots; PH Apr 16 launch.\"},\"execution_grit\":{\"predicted\":50,\"reasoning\":\"GitHub auth + unconfirmed product URL limits T2 testability; PR quality claim unverifiable.\"},\"craft_and_soul\":{\"predicted\":60,\"reasoning\":\"Developer-focused product likely has solid UX but GitHub-only access narrows appeal.\"},\"value_signal\":{\"predicted\":45,\"reasoning\":\"Pricing unknown — unclear if there's a free tier or trial, which is a red flag for adoption.\"}}","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/ovren/","scorecard_url":"https://hlido.eu/data/scorecards/ovren.json","attestation_url":"https://hlido.eu/proof/ovren/","last_tested":"2026-05-01","claims":[{"claim":"Confirm real product URL (ovren.com or ovren.dev, not PH placeholder)","verdict":"fail","evidence_quote_short":"The URL provided is for www.producthunt.com, which is a placeholder, not the actual product URL.","source_surface":"homepage"},{"claim":"GitHub auth flow and repo connection process documented","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Free trial or free tier available","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"PR output quality shown in public demo or screenshots","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"FE vs BE agent scope (what tasks each handles) documented publicly","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Pricing page exists","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Private repo support on free/trial tier documented","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"panorama","name":"panorama","category":"AI Agent","score":40,"tier":"FADING","summary":"{\"strategic_alpha\":{\"predicted\":65,\"reasoning\":\"Passive intelligence angle is genuinely differentiated — most automation tools require manual mapping first.\"},\"execution_grit\":{\"predicted\":45,\"reasoning\":\"Actual URL is PH placeholder; real product URL unconfirmed, raising concerns about delivery.\"},\"craft_and_soul\":{\"predicted\":60,\"reasoning\":\"362 PH upvotes suggest reasonable UX; team-view differentiator adds craftsmanship.\"},\"value_signal\":{\"predicted\":50,\"reasoning\":\"Free tier confirmed but paid pricing unknown — partial transparency.\"}}","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/panorama/","scorecard_url":"https://hlido.eu/data/scorecards/panorama.json","attestation_url":"https://hlido.eu/proof/panorama/","last_tested":"2026-05-01","claims":[{"claim":"Confirm actual product URL (not PH placeholder)","verdict":"blocked","evidence_quote_short":"This website uses a security service to protect against malicious bots.","source_surface":"homepage"},{"claim":"Login/signup flow documented with free tier accessible","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Passive observation feature explained publicly without login","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Team collaboration view shown in screenshots or demo","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Google Workspace + Slack integrations documented","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Pricing page accessible","verdict":"blocked","evidence_quote_short":"This website uses a security service to protect against malicious bots.","source_surface":"homepage"},{"claim":"One-click workflow activation feature visible in public materials","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"paradigm-ai","name":"Paradigm","category":"Productivity","score":78,"tier":"STEADY","summary":"Public-surface review of Paradigm","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/paradigm-ai/","scorecard_url":"https://hlido.eu/data/scorecards/paradigm-ai.json","attestation_url":"https://hlido.eu/proof/paradigm-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Paradigm is an AI-first workspace that enables fast, accurate research in spreadsheets.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Reference our documentation or contact us at support@paradigmai.com.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Engage with our diversified set of data providers or integrate with your own stack.\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Enterprise-grade security... prioritizing compliance with the highest industry standards.\"","source_surface":"homepage"}]}
{"slug":"pensieve","name":"Pensieve","category":"Research","score":60,"tier":"FADING","summary":"Pensieve should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/pensieve/","scorecard_url":"https://hlido.eu/data/scorecards/pensieve.json","attestation_url":"https://hlido.eu/proof/pensieve/","last_tested":"2026-05-01","claims":[{"claim":"Homepage loads without login and value proposition is visible","verdict":"pass","evidence_quote_short":"Homepage loads without login and the value proposition is visible: \"Pensieve connects your tools into a living understanding of your organisation, so every interaction starts fully informed.\"","source_surface":"homepage"},{"claim":"Primary agent capability is stated in concrete, testable terms","verdict":"partial_pass","evidence_quote_short":"Pensieve builds a structured knowledge graph of every person, project, decision, and customer, then distils it into curated domains, briefs, and mapped relationships.","source_surface":"homepage"},{"claim":"Pricing or free/trial path is publicly discoverable","verdict":"pass","evidence_quote_short":"Free during beta · No credit card required","source_surface":"homepage"},{"claim":"Core workflow can be inspected from public docs, demo, templates, or repository","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Trust, privacy, or data-handling claims are findable from public navigation","verdict":"pass","evidence_quote_short":"Every AI action logged, every document versioned, every access controlled.","source_surface":"homepage"},{"claim":"Competitor/differentiation claim is specific enough to verify","verdict":"pass","evidence_quote_short":"Others connect to your data. Pensieve understands your business.","source_surface":"homepage"},{"claim":"Public surface exposes at least one realistic scenario for the review engine","verdict":"partial_pass","evidence_quote_short":"\"Write briefs, plans, and analyses with an AI copilot that already knows your team, customers, and strategy.\"","source_surface":"homepage"}]}
{"slug":"perplexity","name":"Perplexity","category":"Research","score":53,"tier":"FADING","summary":"AI-powered answer engine with cited sources. Public no-login basic queries. Pro tier for advanced reasoning models.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/perplexity/","scorecard_url":"https://hlido.eu/data/scorecards/perplexity.json","attestation_url":"https://hlido.eu/proof/perplexity/","last_tested":"2026-05-01","claims":[{"claim":"Verify the Perplexity homepage loads with a search input field visible without requiring sign-in","verdict":"pass","evidence_quote_short":"\"Ask anything…\"","source_surface":"homepage"},{"claim":"Type the literal query 'What is the capital of France and what is its population?' into the main search input and submit it. Verify an answer appears on the page.","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Verify the rendered answer includes at least one numbered citation link or source reference","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Type a follow-up question 'When was it founded?' into the follow-up or new search input and submit it. Verify a second answer appears.","verdict":"unknown","evidence_quote_short":"The corpus does not provide relevant content regarding the follow-up question feature.","source_surface":"homepage"},{"claim":"Verify a pricing or pro plan page is reachable from navigation and lists at least one paid plan","verdict":"fail","evidence_quote_short":"The homepage does not contain any links to a pricing or pro plan page.","source_surface":"homepage"}]}
{"slug":"perplexity-api","name":"Perplexity API","category":"Infrastructure","score":90,"tier":"VITAL","summary":"Public-surface review of Perplexity API","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/perplexity-api/","scorecard_url":"https://hlido.eu/data/scorecards/perplexity-api.json","attestation_url":"https://hlido.eu/proof/perplexity-api/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Power your products with unparalleled real-time, web-wide research and Q&A capabilities.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Pricing\" is listed as a link on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Getting started is simple and fast—make your first API call within minutes.\"","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"The Agent API now supports Claude Opus 4.7, GPT-5.5, and Grok 4.20 Reasoning — extending model choice for tool-calling, structured outputs, and fallback chains.","source_surface":"changelog"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"API Key Management: Security Upgrade - We’ve upgraded API key management with a one-time reveal model: full token values are now returned only at the moment of creation and cannot be retrieved again…","source_surface":"changelog"}]}
{"slug":"perplexity-shopping","name":"Perplexity Shopping","category":"Customer Experience","score":40,"tier":"FADING","summary":"Public-surface review of Perplexity Shopping","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/perplexity-shopping/","scorecard_url":"https://hlido.eu/data/scorecards/perplexity-shopping.json","attestation_url":"https://hlido.eu/proof/perplexity-shopping/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"fail","evidence_quote_short":"The homepage does not clearly state a value proposition and requires a sign-in to access further content.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to discover in 2 clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage only provides a 'Sign In' button, indicating that login is required to access content.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage|integrations"}]}
{"slug":"persado","name":"Persado","category":"Marketing & Content","score":53,"tier":"FADING","summary":"Public-surface review of Persado","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/persado/","scorecard_url":"https://hlido.eu/data/scorecards/persado.json","attestation_url":"https://hlido.eu/proof/persado/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Persado supercharges marketing campaigns in regulated industries with specialized AI, deep industry expertise and systemic learning.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Deploy Channels: Email — Salesforce MC, SMS — Braze, Web — Adobe Target, Push — Braze\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Regulatory validation is embedded in generation, not bolted on after. Content clears legal the first time — across 20+ financial services frameworks.\"","source_surface":"homepage"}]}
{"slug":"phind","name":"Phind","category":"Chat & Companion","score":40,"tier":"FADING","summary":"Public-surface review of Phind","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/phind/","scorecard_url":"https://hlido.eu/data/scorecards/phind.json","attestation_url":"https://hlido.eu/proof/phind/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"blocked","evidence_quote_short":"The homepage returned a 404: NOT_FOUND error.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"blocked","evidence_quote_short":"This deployment cannot be found. For more information and troubleshooting, see our documentation.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"phoenix-arize","name":"Phoenix (Arize)","category":"Frameworks & Eval","score":90,"tier":"VITAL","summary":"Public-surface review of Phoenix (Arize)","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/phoenix-arize/","scorecard_url":"https://hlido.eu/data/scorecards/phoenix-arize.json","attestation_url":"https://hlido.eu/proof/phoenix-arize/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Arize Phoenix: Open-source LLM tracing and evaluation\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes links to 'Docs' and 'Release Notes' which are accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"The integrations section lists multiple supported frameworks including 'LlamaIndex', 'Langchain', 'OpenAI', 'Mistral', 'Google Vertex', 'DSPy', 'AWS Bedrock', 'Guardrails AI', 'Haystack', and 'CrewAI…","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"SOC2 reports and HIPAA compliance","source_surface":"pricing"}]}
{"slug":"pika","name":"Pika","category":"Image & Design","score":40,"tier":"FADING","summary":"Public-surface review of Pika","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/pika/","scorecard_url":"https://hlido.eu/data/scorecards/pika.json","attestation_url":"https://hlido.eu/proof/pika/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"pinecone","name":"Pinecone","category":"Infrastructure","score":90,"tier":"VITAL","summary":"Public-surface review of Pinecone","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/pinecone/","scorecard_url":"https://hlido.eu/data/scorecards/pinecone.json","attestation_url":"https://hlido.eu/proof/pinecone/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"The vector database to build knowledgeable AI | Pinecone\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Pricing\" is a link directly accessible from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Docs' which suggests that documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Use Pinecone with your favorite cloud provider, data sources, models, frameworks, and more.\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Pinecone does not need SSH, VPN, or inbound network access to operate the system.\"","source_surface":"pricing"}]}
{"slug":"pipedream","name":"Pipedream","category":"Workflow & Automation","score":90,"tier":"VITAL","summary":"Public-surface review of Pipedream","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/pipedream/","scorecard_url":"https://hlido.eu/data/scorecards/pipedream.json","attestation_url":"https://hlido.eu/proof/pipedream/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Prompt, run, and deploy AI agents in seconds","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Pricing\" is listed as a link on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"MCP demo\" and \"SDK playground\" are accessible without login.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Pipedream Connect provides the end-to-end developer toolkit to add any integration to your app or agent in minutes.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Pipedream puts security and privacy at the core of its architecture. With certifications like SOC 2 Type II, HIPAA, and full GDPR compliance, it’s built to meet the demands of modern development team…","source_surface":"homepage"}]}
{"slug":"pixverse","name":"Pixverse","category":"Image & Design","score":65,"tier":"FADING","summary":"Public-surface review of Pixverse","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/pixverse/","scorecard_url":"https://hlido.eu/data/scorecards/pixverse.json","attestation_url":"https://hlido.eu/proof/pixverse/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"PixVerse makes its benefits accessible to all, building a global video ecosystem that unlocks boundless imagination and creativity.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"PixVerse is a global AI video generation platform trusted by over 100 million creators and enterprises across 175 countries.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"plandex","name":"Plandex","category":"Coding","score":65,"tier":"FADING","summary":"Public-surface review of Plandex","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/plandex/","scorecard_url":"https://hlido.eu/data/scorecards/plandex.json","attestation_url":"https://hlido.eu/proof/plandex/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"An open source, terminal-based AI coding agent designed to handle large projects, large files, and large tasks.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to a pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Docs' which suggests that documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"The homepage includes links to a 'Privacy Policy' and 'Terms and Conditions', which may contain authentication and data handling claims.","source_surface":"homepage"}]}
{"slug":"playground-ai","name":"Playground AI","category":"Image & Design","score":78,"tier":"STEADY","summary":"Public-surface review of Playground AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/playground-ai/","scorecard_url":"https://hlido.eu/data/scorecards/playground-ai.json","attestation_url":"https://hlido.eu/proof/playground-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Free AI Design Tool: Logos, T-Shirts, Social Media - Playground","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is accessible directly from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Get started for free\" indicates that users can access the service without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"}]}
{"slug":"playphone-ai","name":"PlayPhone AI","category":"Voice","score":40,"tier":"FADING","summary":"Public-surface review of PlayPhone AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/playphone-ai/","scorecard_url":"https://hlido.eu/data/scorecards/playphone-ai.json","attestation_url":"https://hlido.eu/proof/playphone-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"poke","name":"poke","category":"AI Agent","score":60,"tier":"FADING","summary":"{\"strategic_alpha\":{\"predicted\":72,\"reasoning\":\"Genuinely novel distribution angle — SMS/messaging as the interface removes all friction; strong VC validation at $300M valuation.\"},\"execution_grit\":{\"predicted\":60,\"reasoning\":\"Core claim (no signup needed) is verifiable at T1; multi-step automation via SMS is hard to test deeply without real usage.\"},\"craft_and_soul\":{\"predicted\":75,\"reasoning\":\"Zero-friction onboarding is the highest possible craft signal; iMessage/WhatsApp native feels seamless by design.\"},\"value_signal\":{\"predicted\":65,\"reasoning\":\"Free no-signup tier is excellent; usage-based pricing opacity is the only concern.\"}}","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/poke/","scorecard_url":"https://hlido.eu/data/scorecards/poke.json","attestation_url":"https://hlido.eu/proof/poke/","last_tested":"2026-05-01","claims":[{"claim":"Homepage loads without login and SMS number/QR code visible","verdict":"pass","evidence_quote_short":"Homepage loads without login and SMS number/QR code visible","source_surface":"homepage"},{"claim":"Agent demo accessible without signup (free to start claim)","verdict":"fail","evidence_quote_short":"\"Book a 30-minute call. We’ll walk you through the platform and show you how PokeeClaw fits with your team’s work.\"","source_surface":"homepage"},{"claim":"Free tier verifiably accessible without credit card","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage|pricing|docs|integrations|templates|changelog|demo|other"},{"claim":"Core messaging channels (SMS/iMessage/WhatsApp/Telegram) documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Multi-step automation example visible in public marketing","verdict":"pass","evidence_quote_short":"\"Automate your hardest processes. Delegate the admin noise.\"","source_surface":"homepage"},{"claim":"Pricing page or usage-based tier structure accessible","verdict":"pass","evidence_quote_short":"\"Pricing Plan\"","source_surface":"pricing"},{"claim":"Response quality and latency evaluable in 1-2 test messages","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"poolside-ai","name":"Poolside","category":"Coding","score":65,"tier":"FADING","summary":"Public-surface review of Poolside","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/poolside-ai/","scorecard_url":"https://hlido.eu/data/scorecards/poolside-ai.json","attestation_url":"https://hlido.eu/proof/poolside-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"We build foundation models to transform how work gets done.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The link to 'DOCS' suggests that documentation is accessible.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Your data never leaves your control. Role-based access control for humans and agents by default.","source_surface":"homepage"}]}
{"slug":"portkey-ai","name":"Portkey","category":"Frameworks & Eval","score":90,"tier":"VITAL","summary":"Public-surface review of Portkey","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/portkey-ai/","scorecard_url":"https://hlido.eu/data/scorecards/portkey-ai.json","attestation_url":"https://hlido.eu/proof/portkey-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Portkey equips AI teams with everything they need to go to production - AI Gateway, Observability, Guardrails, Governance, and Prompt Management, all in one platform.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"View the docs\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Portkey lets you access 1,600+ LLMs via a unified API, so you can focus on building, not managing.\"","source_surface":"docs"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Portkey’s MCP Gateway centralizes authentication, access, and observability of MCP servers, so teams can focus on building with MCP, not maintaining it.\"","source_surface":"homepage"}]}
{"slug":"promptlayer","name":"PromptLayer","category":"Frameworks & Eval","score":65,"tier":"FADING","summary":"Public-surface review of PromptLayer","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/promptlayer/","scorecard_url":"https://hlido.eu/data/scorecards/promptlayer.json","attestation_url":"https://hlido.eu/proof/promptlayer/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Homepage clearly states the value proposition: 'Version, test, and monitor every prompt and agent with robust evals, tracing, and regression sets.'","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"The link to 'Docs' suggests that documentation may be accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Our platform empowers you to tailor and manage your privacy settings, ensuring compliance with regulations.","source_surface":"homepage"}]}
{"slug":"pydantic-ai","name":"Pydantic AI","category":"Frameworks & Eval","score":78,"tier":"STEADY","summary":"Public-surface review of Pydantic AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/pydantic-ai/","scorecard_url":"https://hlido.eu/data/scorecards/pydantic-ai.json","attestation_url":"https://hlido.eu/proof/pydantic-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Pydantic AI is a Python agent framework designed to help you quickly, confidently, and painlessly build production grade applications and workflows with Generative AI.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Pydantic AI is a Python agent framework designed to help you quickly, confidently, and painlessly build production grade applications and workflows with Generative AI.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Pydantic Validation is the validation layer of the OpenAI SDK, the Google ADK, the Anthropic SDK, LangChain, LlamaIndex, AutoGPT, Transformers, CrewAI, Instructor and many more.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"qdrant","name":"Qdrant","category":"Infrastructure","score":90,"tier":"VITAL","summary":"Public-surface review of Qdrant","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/qdrant/","scorecard_url":"https://hlido.eu/data/scorecards/qdrant.json","attestation_url":"https://hlido.eu/proof/qdrant/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"High-Performance Vector Search at Scale\" and \"Qdrant helps you build the AI retrieval you want.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Documentation is accessible without login at the URL https://qdrant.tech/documentation/","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Qdrant supports leading frameworks so you can streamline natural language processing, enhance large-scale data retrieval, integrate diverse data sources, and automate complex tasks.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"SOC2 & HIPAA compliant","source_surface":"homepage"}]}
{"slug":"quizizz","name":"Quizizz AI","category":"Specialized verticals","score":65,"tier":"FADING","summary":"Public-surface review of Quizizz AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/quizizz/","scorecard_url":"https://hlido.eu/data/scorecards/quizizz.json","attestation_url":"https://hlido.eu/proof/quizizz/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Bridge classroom realities and curriculum expectations with the platform that’s AI-supported, but teacher-first.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Plans' is available directly from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage includes a 'Log in' link, indicating that login is required to access certain features.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"We're committed to responsible technology that puts educator and student privacy first.","source_surface":"homepage"}]}
{"slug":"qwen-chat","name":"Qwen Chat","category":"Chat & Companion","score":40,"tier":"FADING","summary":"Public-surface review of Qwen Chat","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/qwen-chat/","scorecard_url":"https://hlido.eu/data/scorecards/qwen-chat.json","attestation_url":"https://hlido.eu/proof/qwen-chat/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"partial_pass","evidence_quote_short":"By using Qwen Studio, you agree to our Terms of Service and Privacy Policy.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The presence of 'Log in' and 'Sign up' indicates that access to the content may require login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"By using Qwen Studio, you agree to our Terms of Service and Privacy Policy.","source_surface":"homepage"}]}
{"slug":"rabbit-r1","name":"Rabbit R1","category":"AI Agent","score":65,"tier":"FADING","summary":"Public-surface review of Rabbit R1","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/rabbit-r1/","scorecard_url":"https://hlido.eu/data/scorecards/rabbit-r1.json","attestation_url":"https://hlido.eu/proof/rabbit-r1/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"rabbit r1 is the first AI device that lets you issue voice prompts & have OpenClaw act on them immediately","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"try it today on the LAM playground tab in your rabbithole account\"","source_surface":"demo"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"rabbit does not control or operate OpenClaw and is not responsible for its performance, reliability, behavior, or any data you share with or through it, including the security or privacy of your info…","source_surface":"homepage"}]}
{"slug":"raccoon-ai","name":"raccoon-ai","category":"Productivity","score":70,"tier":"STEADY","summary":"Public-surface review of raccoon-ai.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/raccoon-ai/","scorecard_url":"https://hlido.eu/data/scorecards/raccoon-ai.json","attestation_url":"https://hlido.eu/proof/raccoon-ai/","last_tested":"2026-05-01","claims":[{"claim":"Public explore gallery accessible without login at raccoonai.tech/explore","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Free forever plan confirmed — no credit card required","verdict":"pass","evidence_quote_short":"\"free forever\"","source_surface":"pricing"},{"claim":"Natural language to web app — generation speed and quality","verdict":"pass","evidence_quote_short":"Raccoon AI generates production-ready Next.js applications with modern React patterns and can integrate with any external API.","source_surface":"integrations"},{"claim":"Presentation generation — slides created from topic prompt","verdict":"pass","evidence_quote_short":"\"Create Presentations Create Presentations Design professional slide decks, pitch decks, and visual reports.\"","source_surface":"homepage"},{"claim":"Data analysis — CSV or tabular input handled correctly","verdict":"partial_pass","evidence_quote_short":"\"Drop in spreadsheets, images, or documents, turn on connectors like Gmail or Google Calendar and tell Raccoon what you need to get done.\"","source_surface":"homepage"},{"claim":"Google Drive/Gmail integration — auth and data retrieval work","verdict":"partial_pass","evidence_quote_short":"\"Drop in spreadsheets, images, or documents, turn on connectors like Gmail or Google Calendar and tell Raccoon what you need to get done.\"","source_surface":"homepage"},{"claim":"1 concurrent task limit enforced on free plan","verdict":"pass","evidence_quote_short":"1 concurrent task","source_surface":"pricing"},{"claim":"Export options — apps/slides downloadable or shareable via public link","verdict":"pass","evidence_quote_short":"You can download the generated document directly from the workspace, export them on Google Drive, Sheets, Slides, etc. or even publish them on Raccoon AI for instant access on a shareable link.","source_surface":"docs"}]}
{"slug":"ragas","name":"Ragas","category":"Frameworks & Eval","score":78,"tier":"STEADY","summary":"Public-surface review of Ragas","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/ragas/","scorecard_url":"https://hlido.eu/data/scorecards/ragas.json","attestation_url":"https://hlido.eu/proof/ragas/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Ragas is a library that helps you move from \"vibe checks\" to systematic evaluation loops for your AI applications.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Ragas is a library that helps you move from \"vibe checks\" to systematic evaluation loops for your AI applications.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Ragas is a framework and can be integrated with a host of different frameworks and tools.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"rasa","name":"Rasa","category":"Customer Experience","score":78,"tier":"STEADY","summary":"Public-surface review of Rasa","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/rasa/","scorecard_url":"https://hlido.eu/data/scorecards/rasa.json","attestation_url":"https://hlido.eu/proof/rasa/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The homepage states, \"The developer platform for enterprise AI agents\" and provides a clear value proposition for building, deploying, and managing conversational AI agents.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Learn more about Rasa and Conversational AI\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"MCP gives your AI agents a standard way to connect with APIs as tools.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Rasa is committed to protecting your privacy. We will securely store and process your personal information to deliver the content you requested and keep you updated with news and announcements about…","source_surface":"docs"}]}
{"slug":"ravenpack","name":"RavenPack","category":"Specialized verticals","score":65,"tier":"FADING","summary":"Public-surface review of RavenPack","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/ravenpack/","scorecard_url":"https://hlido.eu/data/scorecards/ravenpack.json","attestation_url":"https://hlido.eu/proof/ravenpack/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"RavenPack is the leading provider of insights and technology for data-driven companies, including the most successful hedge funds, banks, and asset managers in the world.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"partial_pass","evidence_quote_short":"The homepage contains links to 'Solutions', 'Products', and 'Support', but does not explicitly mention a 'Pricing' link.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"RavenPack partners with some of the leading firms in alternative data to source high-quality datasets.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"All FT content is made available under licensing agreements that ensure full copyright compliance and respect for intellectual property.\"","source_surface":"changelog"}]}
{"slug":"read-ai","name":"Read AI","category":"Productivity","score":78,"tier":"STEADY","summary":"Public-surface review of Read AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/read-ai/","scorecard_url":"https://hlido.eu/data/scorecards/read-ai.json","attestation_url":"https://hlido.eu/proof/read-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Read is your AI copilot—transforming meetings, emails, and messages into summaries, insights, and instant answers","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage has a button labeled 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Read AI connects effortlessly with the tools you already use and love - so meeting summaries and insights flow straight into your daily workflows.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Built with privacy at its core, SOC 2 Type 2 Certified, GDPR Compliant, HIPAA Compliant\"","source_surface":"homepage"}]}
{"slug":"recogni","name":"Recogni","category":"Infrastructure","score":53,"tier":"FADING","summary":"Public-surface review of Recogni","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/recogni/","scorecard_url":"https://hlido.eu/data/scorecards/recogni.json","attestation_url":"https://hlido.eu/proof/recogni/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Tensordyne inference systems allow you to run the biggest AI models for thousands of users at a fraction of the rack count, power, and cost.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"recraft-ai","name":"Recraft","category":"Image & Design","score":78,"tier":"STEADY","summary":"Public-surface review of Recraft","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/recraft-ai/","scorecard_url":"https://hlido.eu/data/scorecards/recraft-ai.json","attestation_url":"https://hlido.eu/proof/recraft-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Recraft | AI for designers, creatives, sellers, and teams\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Welcome to Recraft image generation and editing API.\"","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"We use Bearer API tokens for authentication.\"","source_surface":"docs"}]}
{"slug":"reflect-app","name":"Reflect","category":"Productivity","score":65,"tier":"FADING","summary":"Public-surface review of Reflect","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/reflect-app/","scorecard_url":"https://hlido.eu/data/scorecards/reflect-app.json","attestation_url":"https://hlido.eu/proof/reflect-app/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Think better with Reflect\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The 'Pricing' link is directly accessible from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Import events quickly with our Google Calendar and Outlook integrations.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"End-to-end encryption keeps your notes secure.","source_surface":"homepage"}]}
{"slug":"regie-ai","name":"Regie AI","category":"Customer Experience","score":78,"tier":"STEADY","summary":"Public-surface review of Regie AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/regie-ai/","scorecard_url":"https://hlido.eu/data/scorecards/regie-ai.json","attestation_url":"https://hlido.eu/proof/regie-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Regie.ai: Generate more pipeline with the world's only AI SEP\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be clicked directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"All Regie plans include access to our complete library of integrations.\"","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"With RegieOne, you get instant access to 220+ million contacts, including verified mobile numbers, from industry-leading data sources.\"","source_surface":"pricing"}]}
{"slug":"relay-app","name":"Relay.app","category":"AI Agent","score":78,"tier":"STEADY","summary":"Public-surface review of Relay.app","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/relay-app/","scorecard_url":"https://hlido.eu/data/scorecards/relay-app.json","attestation_url":"https://hlido.eu/proof/relay-app/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The easiest way to automate with AI","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Relay.app turns plain language into reliable, visual workflows across over 200+ apps.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"SOC2 & GDPR compliance","source_surface":"pricing"}]}
{"slug":"relevance-ai","name":"Relevance AI","category":"Workflow & Automation","score":90,"tier":"VITAL","summary":"Public-surface review of Relevance AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/relevance-ai/","scorecard_url":"https://hlido.eu/data/scorecards/relevance-ai.json","attestation_url":"https://hlido.eu/proof/relevance-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"ScaleGTM results, without scaling headcount\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is present on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Getting Started\" and \"Build with Relevance AI\" are accessible without login on the documentation page.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"100+ integrations\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"SOC 2 Type II & GDPR - Independently audited and certified compliant. Your data stays protected.","source_surface":"homepage"}]}
{"slug":"replicate","name":"Replicate","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of Replicate","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/replicate/","scorecard_url":"https://hlido.eu/data/scorecards/replicate.json","attestation_url":"https://hlido.eu/proof/replicate/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Run AI with an API.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a menu item labeled 'Pricing' that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The documentation is accessible without login at https://replicate.com/docs.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage|pricing|docs|integrations|templates|changelog|demo|other"}]}
{"slug":"replika","name":"Replika","category":"Chat & Companion","score":53,"tier":"FADING","summary":"Public-surface review of Replika","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/replika/","scorecard_url":"https://hlido.eu/data/scorecards/replika.json","attestation_url":"https://hlido.eu/proof/replika/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The AI companion who cares","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"Check out our Help center","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"fail","evidence_quote_short":"The corpus does not mention any integration list or supported frameworks.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Your data is completely safe with us. We don’t share it with anyone and don’t use it to run ads.","source_surface":"homepage"}]}
{"slug":"replit-agent","name":"Replit Agent","category":"Coding","score":90,"tier":"VITAL","summary":"Public-surface review of Replit Agent","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/replit-agent/","scorecard_url":"https://hlido.eu/data/scorecards/replit-agent.json","attestation_url":"https://hlido.eu/proof/replit-agent/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Turn ideas into apps in minutes — no coding needed\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Pricing\" is a link on the homepage that can be clicked to access the pricing page directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Read the documentation\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Enhance your apps with AI and 100+ integrations. Connect to OpenAI, Stripe, Google Workspace, and more in minutes.\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Built-in services with zero setup- Authentication, Database, Hosting, and Monitoring, enabling you to build fully scalable apps easily and securely from day one.","source_surface":"homepage"}]}
{"slug":"resemble-ai","name":"Resemble AI","category":"Voice","score":78,"tier":"STEADY","summary":"Public-surface review of Resemble AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/resemble-ai/","scorecard_url":"https://hlido.eu/data/scorecards/resemble-ai.json","attestation_url":"https://hlido.eu/proof/resemble-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Resemble AI is the only platform that generates, verifies, and detects for complete Generative AI security — audio, image, or video — on-prem or in the cloud.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Resemble AI meets your infrastructure where it is, and integrates with all of the tools you already use.\"","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"From the beginning, Resemble AI built beloved voice AI models like Chatterbox with provenance and detection in mind.\"","source_surface":"homepage"}]}
{"slug":"retell-ai","name":"Retell AI","category":"Voice","score":90,"tier":"VITAL","summary":"Public-surface review of Retell AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/retell-ai/","scorecard_url":"https://hlido.eu/data/scorecards/retell-ai.json","attestation_url":"https://hlido.eu/proof/retell-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"#1 AI VOICE AGENT PLATFORM FOR AUTOMATING CALLS","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"See Pricing See how Retell helps large support and sales teams automate calls at scale—without losing quality.\"","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Documentation See what makes Retell’s AI voice platform unique from how it works to what it can do for your team.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Integrations include Twilio, Vonage, HubSpot, and more.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Enterprise Plan includes 'Custom MSA/DPA terms' and 'Custom Data Retention' which imply data handling policies.","source_surface":"pricing"}]}
{"slug":"retool-agents","name":"Retool Agents","category":"Workflow & Automation","score":78,"tier":"STEADY","summary":"Public-surface review of Retool Agents","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/retool-agents/","scorecard_url":"https://hlido.eu/data/scorecards/retool-agents.json","attestation_url":"https://hlido.eu/proof/retool-agents/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Retool generates apps that are built for business—on your data, in your cloud, and secure by default.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Pricing\" is a link on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Documentation\" and \"Book a demo\" are available without requiring a login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Every app inherits your organization’s SSO, role-based access controls, and audit logging.\"","source_surface":"integrations"}]}
{"slug":"rev-ai","name":"Rev AI","category":"Voice","score":78,"tier":"STEADY","summary":"Public-surface review of Rev AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/rev-ai/","scorecard_url":"https://hlido.eu/data/scorecards/rev-ai.json","attestation_url":"https://hlido.eu/proof/rev-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The homepage states, \"The World’s Most Accurate Speech-To-Text API\" and describes it as \"A developer-first API delivering industry-leading accuracy and fast performance at global scale.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'View Documentation' which is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Handle sensitive data with confidence. SOC II, HIPAA, GDPR, and PCI compliant with 99.99% uptime.","source_surface":"homepage"}]}
{"slug":"runway","name":"Runway","category":"Image & Design","score":78,"tier":"STEADY","summary":"Public-surface review of Runway","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/runway/","scorecard_url":"https://hlido.eu/data/scorecards/runway.json","attestation_url":"https://hlido.eu/proof/runway/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Building AI to Simulate the World\" clearly states the value proposition on the homepage.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"link\":\"Pricing\"","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage provides links to 'Learn more' and 'Explore the Research', which likely lead to documentation and resources accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"rytr","name":"Rytr","category":"Marketing & Content","score":78,"tier":"STEADY","summary":"Public-surface review of Rytr","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/rytr/","scorecard_url":"https://hlido.eu/data/scorecards/rytr.json","attestation_url":"https://hlido.eu/proof/rytr/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Rytr's AI generates original and compelling content that sounds like you, not a robot.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Pricing\" is listed as a link on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The Help Center and Blog sections are accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"The content created by Rytr is owned by the user or the entity that utilizes Rytr to generate the content.","source_surface":"pricing"}]}
{"slug":"salesloft","name":"Salesloft","category":"Customer Experience","score":78,"tier":"STEADY","summary":"Public-surface review of Salesloft","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/salesloft/","scorecard_url":"https://hlido.eu/data/scorecards/salesloft.json","attestation_url":"https://hlido.eu/proof/salesloft/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Salesloft is described as 'The Leading AI Revenue Orchestration Platform' and emphasizes its capabilities to 'Fill your sales funnel faster' and 'Drive predictable revenue.'","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Pricing Discover Salesloft packages & what's included\"","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"Get hands-on resources including new sales research and an interactive tour of pipeline-building AI agents.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Integrations Marketplace Connect your existing tools for seamless revenue workflows","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Learn more about our commitment to data privacy, security & compliance","source_surface":"homepage"}]}
{"slug":"scenario-gg","name":"Scenario","category":"Image & Design","score":65,"tier":"FADING","summary":"Public-surface review of Scenario","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/scenario-gg/","scorecard_url":"https://hlido.eu/data/scorecards/scenario-gg.json","attestation_url":"https://hlido.eu/proof/scenario-gg/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Creative AI Built on Your DNA\" and \"Forget generic AI. Build custom workflows across image, video, audio and 3D.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The 'Pricing' link is present on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"connect to your stack via API\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"SOC 2 Type II Compliant\"","source_surface":"homepage"}]}
{"slug":"scholarcy","name":"Scholarcy","category":"Research","score":78,"tier":"STEADY","summary":"Public-surface review of Scholarcy","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/scholarcy/","scorecard_url":"https://hlido.eu/data/scorecards/scholarcy.json","attestation_url":"https://hlido.eu/proof/scholarcy/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Join over 600,000 people saving time\" and \"Summarize, analyze and organize your research\" clearly state the value proposition.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"You can access our Article Summarizer for free.","source_surface":"pricing"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Import directly from Zotero\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"scite-ai","name":"Scite","category":"Research","score":78,"tier":"STEADY","summary":"Public-surface review of Scite","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/scite-ai/","scorecard_url":"https://hlido.eu/data/scorecards/scite-ai.json","attestation_url":"https://hlido.eu/proof/scite-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"AI for Research, Grounded in Evidence\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The Pricing button is accessible directly from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Help documentation - links to help.researchsolutions.com (opens in a new tab)","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Enhanced security & data confidentiality\"","source_surface":"pricing"}]}
{"slug":"scrapybara","name":"Scrapybara","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of Scrapybara","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/scrapybara/","scorecard_url":"https://hlido.eu/data/scorecards/scrapybara.json","attestation_url":"https://hlido.eu/proof/scrapybara/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Scrapybara provides virtual desktop instances in the cloud for computer use agents.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The pricing page is accessible from the homepage by clicking on the 'PRICING' link.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"\"Read the docs\" and \"Explore docs\" links are present on the homepage, suggesting documentation is accessible.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Scrapybara now supports three types of integrations with CUA:","source_surface":"changelog"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"AUTHENTICATED ACCESS: Save and load authenticated websites\"","source_surface":"homepage"}]}
{"slug":"seek-ai","name":"Seek AI","category":"Infrastructure","score":53,"tier":"FADING","summary":"Public-surface review of Seek AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/seek-ai/","scorecard_url":"https://hlido.eu/data/scorecards/seek-ai.json","attestation_url":"https://hlido.eu/proof/seek-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"IBM watsonx AI Labs is a developer-first innovation hub designed to supercharge AI builders and accelerate AI adoption at scale.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"There is a link to 'Documentation' on the homepage.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"link to 'Security, privacy and trust' suggests some public statements on authentication and data handling.","source_surface":"homepage"}]}
{"slug":"self-operating-computer","name":"Self-Operating Computer","category":"Workflow & Automation","score":90,"tier":"VITAL","summary":"Public-surface review of Self-Operating Computer","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/self-operating-computer/","scorecard_url":"https://hlido.eu/data/scorecards/self-operating-computer.json","attestation_url":"https://hlido.eu/proof/self-operating-computer/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"A framework to enable multimodal models to operate a computer.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is present in the navigation menu on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Documentation or live demo accessible without login\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Integration: Currently integrated with GPT-4o, GPT-4.1, o1, Gemini Pro Vision, Claude 3, Qwen-VL and LLaVa.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"serpapi","name":"SerpAPI","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of SerpAPI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/serpapi/","scorecard_url":"https://hlido.eu/data/scorecards/serpapi.json","attestation_url":"https://hlido.eu/proof/serpapi/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Scrape Google and other search engines from our fast, easy, and complete API.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The documentation surface requires login to access.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Start integration with your preferred language or tool.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"sierra-ai","name":"Sierra","category":"Customer Experience","score":53,"tier":"FADING","summary":"Public-surface review of Sierra","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/sierra-ai/","scorecard_url":"https://hlido.eu/data/scorecards/sierra-ai.json","attestation_url":"https://hlido.eu/proof/sierra-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Better customer experiences. Built on Sierra.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"\"Demo: our Co-Founder, Bret Taylor, building an agent with Ghostwriter.\"","source_surface":"changelog"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"simplified","name":"Simplified","category":"Marketing & Content","score":78,"tier":"STEADY","summary":"Public-surface review of Simplified","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/simplified/","scorecard_url":"https://hlido.eu/data/scorecards/simplified.json","attestation_url":"https://hlido.eu/proof/simplified/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"#1 AI Marketing Platform\" and \"Create. Schedule. Automate. All in one place.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Create Videos Online for Free\"","source_surface":"templates"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Plug into everything you already use. LinkedIn, Instagram, TikTok, Shopify, YouTube, WordPress—connect once, post forever.\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"simular","name":"Simular","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of Simular","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/simular/","scorecard_url":"https://hlido.eu/data/scorecards/simular.json","attestation_url":"https://hlido.eu/proof/simular/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"We believe humans shouldn't be bound to computers. AI should free us from devices so we can live a better, more human life.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Simular is an autonomous computer platform that lets you automate digital workflows across Windows, macOS, Linux, and virtual machines — without relying on traditional APIs.\"","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Sai runs on a private, cloud-based virtual desktop, isolated, secure and always on.","source_surface":"homepage"}]}
{"slug":"skyvern-ai","name":"Skyvern","category":"Infrastructure","score":65,"tier":"FADING","summary":"Public-surface review of Skyvern","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/skyvern-ai/","scorecard_url":"https://hlido.eu/data/scorecards/skyvern-ai.json","attestation_url":"https://hlido.eu/proof/skyvern-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The AI agent platform for automating browser-based workflows. Stop writing brittle scrapers and start building intelligent agents.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"}]}
{"slug":"smartlead","name":"Smartlead","category":"Customer Experience","score":78,"tier":"STEADY","summary":"Public-surface review of Smartlead","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/smartlead/","scorecard_url":"https://hlido.eu/data/scorecards/smartlead.json","attestation_url":"https://hlido.eu/proof/smartlead/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Unlock the Full Power of AI Outbound\" and \"Automate prospecting and close more deals with AI agents and a deliverability infrastructure built to land emails in the inbox.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a direct link to the 'Pricing' page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Book a Demo\" and \"Start Free Trial\" are accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"smartsheet-ai","name":"Smartsheet AI","category":"Productivity","score":90,"tier":"VITAL","summary":"Public-surface review of Smartsheet AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/smartsheet-ai/","scorecard_url":"https://hlido.eu/data/scorecards/smartsheet-ai.json","attestation_url":"https://hlido.eu/proof/smartsheet-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Our vision is to help every team harness AI at scale, so organizations can operate with velocity, adapt quickly, and achieve greater impact.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Smartsheet AI tools empower teams to unlock actionable insights by having a conversation with your data.\"","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"See full list of Smartsheet integrations\"","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"We respect your privacy and your right to control how we collect, use, and share your personal data.","source_surface":"homepage"}]}
{"slug":"smartwriter","name":"Smartwriter","category":"Marketing & Content","score":65,"tier":"FADING","summary":"Public-surface review of Smartwriter","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/smartwriter/","scorecard_url":"https://hlido.eu/data/scorecards/smartwriter.json","attestation_url":"https://hlido.eu/proof/smartwriter/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Generate 1000s of Personalised Emails that get you 8x more replies within minutes using AI","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that is easily accessible.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"smol-ai","name":"Smol Developer","category":"Coding","score":40,"tier":"FADING","summary":"Public-surface review of Smol Developer","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/smol-ai/","scorecard_url":"https://hlido.eu/data/scorecards/smol-ai.json","attestation_url":"https://hlido.eu/proof/smol-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"fail","evidence_quote_short":"The homepage does not clearly state a value proposition, focusing instead on news and hackathons for AI engineers.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain any links to a pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"snorkel-ai","name":"Snorkel AI","category":"Infrastructure","score":65,"tier":"FADING","summary":"Public-surface review of Snorkel AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/snorkel-ai/","scorecard_url":"https://hlido.eu/data/scorecards/snorkel-ai.json","attestation_url":"https://hlido.eu/proof/snorkel-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Snorkel helps frontier labs and AI teams develop specialized training data and environments that set their models and agents apart.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Our cloud and technology partners expand our platform’s interoperability within the modern ML stack, offering our Fortune 500 and government customers with seamless and security connections.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Snorkel's proprietary process is built around the decisions that determine whether training data actually drives model improvement: Calibrated expert review, Rubrics and programmatic checks, Well-spe…","source_surface":"homepage"}]}
{"slug":"sonarly","name":"Sonarly","category":"AI Agent","score":53,"tier":"FADING","summary":"Public-surface review of Sonarly","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/sonarly/","scorecard_url":"https://hlido.eu/data/scorecards/sonarly.json","attestation_url":"https://hlido.eu/proof/sonarly/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"We're working on a way to help your baby (and you) get the best rest.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain any links to a pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage does not provide any documentation or live demo accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"fail","evidence_quote_short":"The homepage does not mention any authentication or data handling claims.","source_surface":"homepage"}]}
{"slug":"sourcegraph-cody","name":"Sourcegraph Cody","category":"Coding","score":90,"tier":"VITAL","summary":"Public-surface review of Sourcegraph Cody","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/sourcegraph-cody/","scorecard_url":"https://hlido.eu/data/scorecards/sourcegraph-cody.json","attestation_url":"https://hlido.eu/proof/sourcegraph-cody/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Cody is an AI coding assistant that uses all the latest LLMs and your development context to help you understand, write, and fix code faster.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Sourcegraph pricing\" is listed as a link on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Sourcegraph allows developers to rapidly search, write, and understand code by bringing insights from their entire codebase right into the editor.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Cody is available on VS Code, JetBrains, Visual Studio, and the Web app.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Cody collects and uses data in the following ways: Prompts and responses: When you use Cody, Sourcegraph collects your prompts and responses to provide the service.","source_surface":"homepage"}]}
{"slug":"speechmatics","name":"Speechmatics","category":"Voice","score":78,"tier":"STEADY","summary":"Public-surface review of Speechmatics","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/speechmatics/","scorecard_url":"https://hlido.eu/data/scorecards/speechmatics.json","attestation_url":"https://hlido.eu/proof/speechmatics/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Speech APIs powering Voice AI","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Visit Docs to view articles and guides or get in touch with our Support Team\"","source_surface":"pricing"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Explore the Speechmatics x LiveKit integration and start building world-class AI Agents\"","source_surface":"docs"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Enterprise-grade security including SOC II, GDPR and HIPAA compliance","source_surface":"pricing"}]}
{"slug":"spellbook-legal","name":"Spellbook","category":"Specialized verticals","score":90,"tier":"VITAL","summary":"Public-surface review of Spellbook","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/spellbook-legal/","scorecard_url":"https://hlido.eu/data/scorecards/spellbook-legal.json","attestation_url":"https://hlido.eu/proof/spellbook-legal/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Spellbook is the most complete AI suite for commercial legal work, trusted by more than 4,400 in-house teams and law firms worldwide.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to the pricing page is available on the homepage under the 'Resources' section.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to the 'Help Center' which typically contains documentation accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Spellbook works with trusted consultants, IT firms, MSPs, and legal tech professionals who help law firms & in-house legal counsels modernize the way they work.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"We ensure data privacy with Zero Data Retention agreements, preventing data use for training.","source_surface":"homepage"}]}
{"slug":"spinach-ai","name":"Spinach","category":"Productivity","score":78,"tier":"STEADY","summary":"Public-surface review of Spinach","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/spinach-ai/","scorecard_url":"https://hlido.eu/data/scorecards/spinach-ai.json","attestation_url":"https://hlido.eu/proof/spinach-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Your Meetings on Autopilot\" and \"Accurate transcripts & meeting summaries\" clearly state the value proposition.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to 'Pricing' that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Spinach integrates into the tools you already use.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"SOC2, GDPR & HIPAA compliant","source_surface":"homepage"}]}
{"slug":"spine-ai","name":"spine-ai","category":"AI Agent","score":65,"tier":"FADING","summary":"{\"strategic_alpha\":{\"predicted\":70,\"reasoning\":\"Genuine differentiation with visual swarm canvas + YC-backing; solves real orchestration complexity without code.\"},\"execution_grit\":{\"predicted\":50,\"reasoning\":\"Login wall blocks T2 surface testing; autopilot and integrations unverifiable without account.\"},\"craft_and_soul\":{\"predicted\":65,\"reasoning\":\"Visual canvas is a UX differentiator; onboarding complexity around credit system may hurt first-run experience.\"},\"value_signal\":{\"predicted\":55,\"reasoning\":\"Free tier exists but 2,000 credits/month may burn quickly for medium-complexity tasks.\"}}","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/spine-ai/","scorecard_url":"https://hlido.eu/data/scorecards/spine-ai.json","attestation_url":"https://hlido.eu/proof/spine-ai/","last_tested":"2026-05-01","claims":[{"claim":"Demo page exists and is public","verdict":"pass","evidence_quote_short":"\"Book a 30-min demo\"","source_surface":"templates"},{"claim":"Login flow documented and free trial accessible","verdict":"partial_pass","evidence_quote_short":"\"Get Started for Free\" and \"Get started and explore the platform\" indicate a free trial is accessible.","source_surface":"homepage|pricing"},{"claim":"Free trial (2,000 credits) accessible without credit card","verdict":"pass","evidence_quote_short":"Get started and explore the platform $0 / month 2,000 credits/mo","source_surface":"pricing"},{"claim":"Visual swarm canvas visible in screenshots or demo video","verdict":"partial_pass","evidence_quote_short":"\"Spine makes AI agents accessible to everyone. Simply prompt, and a swarm of agents goes to work.\"","source_surface":"homepage"},{"claim":"Single-prompt → sub-agent decomposition claim visible in public materials","verdict":"pass","evidence_quote_short":"\"Simply prompt, and a swarm of agents goes to work.\"","source_surface":"homepage"},{"claim":"Pricing page accessible with credit breakdown","verdict":"pass","evidence_quote_short":"\"Simple, transparent pricing\"","source_surface":"pricing"},{"claim":"April 2026 integrations (Slack, Google Drive, CRM) documented publicly","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"}]}
{"slug":"stability-ai","name":"Stability AI","category":"Image & Design","score":90,"tier":"VITAL","summary":"Public-surface review of Stability AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/stability-ai/","scorecard_url":"https://hlido.eu/data/scorecards/stability-ai.json","attestation_url":"https://hlido.eu/proof/stability-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Stability AI is unlocking the power of open-source generative AI to expand human creativity.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The pricing page can be accessed by clicking on the 'Brand Studio' link and then the 'Explore plans' link.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes links to 'Guides' and 'Learning Hub', which suggest documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Our foundation models are available on Amazon Bedrock and Amazon SageMaker JumpStart.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Everything you need for confident enterprise deployment: indemnification, expert support, compliance, and safe scalable integration.","source_surface":"homepage"}]}
{"slug":"stack-ai","name":"Stack AI","category":"Workflow & Automation","score":78,"tier":"STEADY","summary":"Public-surface review of Stack AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/stack-ai/","scorecard_url":"https://hlido.eu/data/scorecards/stack-ai.json","attestation_url":"https://hlido.eu/proof/stack-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"From process to AI agent, in minutes","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"With 100+ enterprise integrations, AI agents built on StackAI can read, write, and execute tasks within your existing systems.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"StackAI is certified to protect sensitive data, no matter the industry or use case.","source_surface":"homepage"}]}
{"slug":"suki-ai","name":"Suki","category":"Specialized verticals","score":90,"tier":"VITAL","summary":"Public-surface review of Suki","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/suki-ai/","scorecard_url":"https://hlido.eu/data/scorecards/suki-ai.json","attestation_url":"https://hlido.eu/proof/suki-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The homepage states, \"The intelligence layer you need to practice medicine the way you want,\" clearly outlining its value proposition.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to the pricing page that can be accessed in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The documentation is accessible at https://www.suki.ai/clinicians/ without requiring a login.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Our deep, real-time integrations with the four leading EHRs — Epic, Oracle Health, athenahealth, and MEDITECH — make Suki the most embedded ambient AI solution on the market.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Our platform not only boasts a robust security posture, but is also infinitely scalable, SOC2 Type 2 certified, and HIPAA compliant to support the largest organizations in the industry.","source_surface":"homepage"}]}
{"slug":"suno","name":"Suno","category":"Voice","score":53,"tier":"FADING","summary":"Public-surface review of Suno","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/suno/","scorecard_url":"https://hlido.eu/data/scorecards/suno.json","attestation_url":"https://hlido.eu/proof/suno/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Make any song you can imagine","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage only provides options to sign in or sign up, indicating that access to documentation or a live demo may require login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"superagi","name":"SuperAGI","category":"Coding","score":78,"tier":"STEADY","summary":"Public-surface review of SuperAGI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/superagi/","scorecard_url":"https://hlido.eu/data/scorecards/superagi.json","attestation_url":"https://hlido.eu/proof/superagi/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Get Work done with SuperAGI","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The pricing page can be accessed by clicking the 'price' link on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"get a live demo right now by talking to our AI SuperAGI Expert (Non-Human)","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"SuperAGI combines 50 + AI Native apps and agents on one platform","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"superhuman","name":"Superhuman","category":"Productivity","score":78,"tier":"STEADY","summary":"Public-surface review of Superhuman","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/superhuman/","scorecard_url":"https://hlido.eu/data/scorecards/superhuman.json","attestation_url":"https://hlido.eu/proof/superhuman/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Homepage publicly accessible and value proposition clearly stated as 'Superpowers, everywhere you work' and 'Mail, Docs, and AI that works in every app and tab'.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage includes a 'Log in' link, indicating that login is required for access.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Connect Slack, Jira, Salesforce, and 800+ tools\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Scale enterprise-grade AI with advanced security and controls.\"","source_surface":"pricing"}]}
{"slug":"swebench","name":"SWE-bench Leaderboards","category":"AI Agent","score":65,"tier":"FADING","summary":"[Introducing **CodeClash**, our new evaluation where LMs compete head to head to write the best codebase!\\\\\n\\\\\nClick here to learn more.](https://codeclash.ai/)\n\nVerifiedMultilingualLiteFullMultimodal\n\n_Verified_ is a human-filtered subset of 500 instances. We use [mini-SWE-agent](https://github.com","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/swebench/","scorecard_url":"https://hlido.eu/data/scorecards/swebench.json","attestation_url":"https://hlido.eu/proof/swebench/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"SWE-bench Logo Official Leaderboards","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Docs \" is listed on the homepage, indicating documentation is accessible.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"sweep-ai","name":"Sweep","category":"Coding","score":90,"tier":"VITAL","summary":"Public-surface review of Sweep","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/sweep-ai/","scorecard_url":"https://hlido.eu/data/scorecards/sweep-ai.json","attestation_url":"https://hlido.eu/proof/sweep-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The fastest coding assistant for JetBrains.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to 'Pricing' which can be accessed in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"View documentation\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Sweep works with all JetBrains IDEs including IntelliJ IDEA, PyCharm, WebStorm, GoLand, PhpStorm, Rider, CLion, RubyMine, and more.","source_surface":"pricing"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Sweep offers Privacy Mode which ensures your code is never trained on.","source_surface":"pricing"}]}
{"slug":"swiggy-ai","name":"Swiggy AI","category":"AI Agent","score":53,"tier":"FADING","summary":"Public-surface review of Swiggy AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/swiggy-ai/","scorecard_url":"https://hlido.eu/data/scorecards/swiggy-ai.json","attestation_url":"https://hlido.eu/proof/swiggy-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Order Food & Groceries. Discover the best restaurants. Swiggy it!","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to a pricing page.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage only includes a 'Sign In' option, indicating that login is required for access.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"synthesia","name":"Synthesia","category":"Voice","score":90,"tier":"VITAL","summary":"Public-surface review of Synthesia","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/synthesia/","scorecard_url":"https://hlido.eu/data/scorecards/synthesia.json","attestation_url":"https://hlido.eu/proof/synthesia/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"All-in-one AI Video platform for business","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"FREE DEMO\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Embed Synthesia videos seamlessly into the platforms you already use:","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"SOC 2 & GDPR compliant\"","source_surface":"pricing"}]}
{"slug":"synthflow-ai","name":"synthflow-ai","category":"AI Agent","score":80,"tier":"STEADY","summary":"{\"strategic_alpha\":{\"predicted\":68,\"reasoning\":\"Voice AI agent space is heating up; no-code positioning is strong but competition from Vapi, UserCall, and Bland is intense.\"},\"execution_grit\":{\"predicted\":65,\"reasoning\":\"No login required at surface + T1 auto status suggests strong testability; real-time voice quality needs verification.\"},\"craft_and_soul\":{\"predicted\":70,\"reasoning\":\"Auth=No login means clean onboarding; voice product UX depends heavily on demo quality.\"},\"value_signal\":{\"predicted\":55,\"reasoning\":\"Free trial exists but pricing opacity is common in voice AI; unknown credit consumption.\"}}","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/synthflow-ai/","scorecard_url":"https://hlido.eu/data/scorecards/synthflow-ai.json","attestation_url":"https://hlido.eu/proof/synthflow-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage loads without login and voice agent builder visible","verdict":"pass","evidence_quote_short":"Homepage loads without login and features a visual Flow Designer for building voice agents.","source_surface":"homepage"},{"claim":"Agent demo or voice demo accessible without login","verdict":"pass","evidence_quote_short":"\"Hear AI Voice Agents in Action\"","source_surface":"homepage"},{"claim":"Free trial accessible without credit card","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Core voice agent creation feature testable in browser","verdict":"pass","evidence_quote_short":"Test every agent automatically. Simulated calls measure accuracy, response quality, and compliance against your KPIs, ensuring performance before calls go live.","source_surface":"homepage"},{"claim":"CRM/calendar integration documented publicly","verdict":"pass","evidence_quote_short":"\"Synthflow connects to the systems your teams already use—CRMs, CCaaS platforms, calendars, and data tools—so voice agents can operate inside your existing workflows.\"","source_surface":"integrations"},{"claim":"Pricing page accessible with plan breakdown","verdict":"pass","evidence_quote_short":"\"See what’s included in each Synthflow conversational AI pricing plan, covering usage-based voice and chat AI costs, LLM usage, enterprise-grade infrastructure, security, and scalable support for hig…","source_surface":"pricing"},{"claim":"Voice quality and latency evaluable via demo","verdict":"pass","evidence_quote_short":"Simulated calls measure accuracy, response quality, and compliance against your KPIs, ensuring performance before calls go live.","source_surface":"homepage"}]}
{"slug":"tabnine","name":"Tabnine","category":"Coding","score":90,"tier":"VITAL","summary":"Public-surface review of Tabnine","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/tabnine/","scorecard_url":"https://hlido.eu/data/scorecards/tabnine.json","attestation_url":"https://hlido.eu/proof/tabnine/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Tabnine is the original AI coding assistant trusted by millions of developers and thousands of companies","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"Pricing \" is accessible from the homepage in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The link to the documentation is available on the homepage and does not require login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Tabnine's Enterprise Context Engine learns your organization's unique architecture, frameworks, and coding standards.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Tabnine provides complete code privacy with zero data retention, stating that your code is never stored or shared without your explicit permission.","source_surface":"docs"}]}
{"slug":"tad-ai","name":"Tad AI","category":"AI Agent","score":65,"tier":"FADING","summary":"Public-surface review of Tad AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/tad-ai/","scorecard_url":"https://hlido.eu/data/scorecards/tad-ai.json","attestation_url":"https://hlido.eu/proof/tad-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Tad AI creates original AI music in any style from simple prompts. Try it now!","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"tana","name":"Tana","category":"Productivity","score":65,"tier":"FADING","summary":"Public-surface review of Tana","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/tana/","scorecard_url":"https://hlido.eu/data/scorecards/tana.json","attestation_url":"https://hlido.eu/proof/tana/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Tana is an agentic meeting platform that gives your agents the right tools, memory, and context to complete the work, while you’re talking.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Tana integrates with OpenAI, Anthropic, and Google AI to power its agents.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"SOC2 Compliant*","source_surface":"homepage"}]}
{"slug":"tavily-api","name":"Tavily","category":"Infrastructure","score":78,"tier":"STEADY","summary":"Public-surface review of Tavily","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/tavily-api/","scorecard_url":"https://hlido.eu/data/scorecards/tavily-api.json","attestation_url":"https://hlido.eu/proof/tavily-api/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Connect your AI agents to the web","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Explore API Docs","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Drop-in integration with leading LLM providers (OpenAI, Anthropic, Groq)","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Requests pass through security, privacy, and content validation layers that block PII leakage, prompt injection, and malicious sources.","source_surface":"homepage"}]}
{"slug":"tavus","name":"Tavus","category":"Voice","score":78,"tier":"STEADY","summary":"Public-surface review of Tavus","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/tavus/","scorecard_url":"https://hlido.eu/data/scorecards/tavus.json","attestation_url":"https://hlido.eu/proof/tavus/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"AI that looks and feels human. Because it can finally see, hear, and emotionally understand us, all in real-time.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'PRICING' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Docs' which suggests documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Build deeper integrations and workflows using Tavus’s API.\"","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Enterprise grade security and compliance\"","source_surface":"pricing"}]}
{"slug":"together-ai","name":"Together AI","category":"Infrastructure","score":65,"tier":"FADING","summary":"Public-surface review of Together AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/together-ai/","scorecard_url":"https://hlido.eu/data/scorecards/together-ai.json","attestation_url":"https://hlido.eu/proof/together-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Build what's next on the AI Native Cloud","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"}]}
{"slug":"traceloop","name":"Traceloop","category":"Frameworks & Eval","score":90,"tier":"VITAL","summary":"Public-surface review of Traceloop","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/traceloop/","scorecard_url":"https://hlido.eu/data/scorecards/traceloop.json","attestation_url":"https://hlido.eu/proof/traceloop/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Traceloop turns evals and monitors into a continuous feedback loop - so every release gets better.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The documentation is accessible via the link labeled 'Docs' on the homepage.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Traceloop supports 20+ providers (OpenAI, Anthropic, Gemini, Bedrock, Ollama), vector DBs (Pinecone, Chroma), and frameworks like LangChain, LlamaIndex, and CrewAI.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"SOC 2 & HIPAA compliant.","source_surface":"homepage"}]}
{"slug":"trulens","name":"TruLens","category":"Frameworks & Eval","score":65,"tier":"FADING","summary":"Public-surface review of TruLens","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/trulens/","scorecard_url":"https://hlido.eu/data/scorecards/trulens.json","attestation_url":"https://hlido.eu/proof/trulens/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Evaluate and Trace AI Agents","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Documentation is accessible without login.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"TruLens emits and evaluates OpenTelemetry traces, making it easy to integrate with your existing observability stack.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"uizard","name":"Uizard","category":"Image & Design","score":78,"tier":"STEADY","summary":"Public-surface review of Uizard","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/uizard/","scorecard_url":"https://hlido.eu/data/scorecards/uizard.json","attestation_url":"https://hlido.eu/proof/uizard/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Turn product ideas into concepts instantly with GenAI\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to 'Pricing' which can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Sign up for free\"","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"unknown"}]}
{"slug":"ultimate-ai","name":"Ultimate","category":"Customer Experience","score":65,"tier":"FADING","summary":"Public-surface review of Ultimate","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/ultimate-ai/","scorecard_url":"https://hlido.eu/data/scorecards/ultimate-ai.json","attestation_url":"https://hlido.eu/proof/ultimate-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"AI Agents — The Most Autonomous AI Powered Bots in CX","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage contains links to 'Sign in' and 'Register for free', indicating that login is required for access.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Deliver natural, human-like conversations with AI agents that handle calls from start to finish — authenticating users, answering questions, and taking action through your existing workflows.","source_surface":"homepage"}]}
{"slug":"usercall","name":"UserCall","category":"AI Agent","score":40,"tier":"FADING","summary":"Public-surface review of UserCall","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/usercall/","scorecard_url":"https://hlido.eu/data/scorecards/usercall.json","attestation_url":"https://hlido.eu/proof/usercall/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"blocked","evidence_quote_short":"You don't have permission to access \"http://forsale.godaddy.com/forsale/usercall.com?\" on this server.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"blocked","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"blocked","evidence_quote_short":"You don't have permission to access","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"blocked","evidence_quote_short":"Access Denied","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"blocked","evidence_quote_short":"You don't have permission to access \"http://forsale.godaddy.com/forsale/usercall.com?\" on this server.","source_surface":"homepage"}]}
{"slug":"v0","name":"v0","category":"Coding","score":65,"tier":"FADING","summary":"Public-surface review of v0","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/v0/","scorecard_url":"https://hlido.eu/data/scorecards/v0.json","attestation_url":"https://hlido.eu/proof/v0/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Generate working applications in minutes with AI. Publish as live websites in seconds.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"There is a link to 'Docs' on the homepage which suggests documentation is available.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Integrate with apps\" and \"Build with your favorite tools and APIs. Automatic integration, no accounts required.\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Go from idea to production in seconds with smart, secure infrastructure","source_surface":"homepage"}]}
{"slug":"vapi-ai","name":"Vapi","category":"Voice","score":90,"tier":"VITAL","summary":"Public-surface review of Vapi","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/vapi-ai/","scorecard_url":"https://hlido.eu/data/scorecards/vapi-ai.json","attestation_url":"https://hlido.eu/proof/vapi-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Voice AI agents for developers","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'PRICING'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'DOCS' which suggests documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Integrate with more than 40+ apps in a snap.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Security and Compliance includes SOC2 and HIPAA Zero Data Retention.","source_surface":"pricing"}]}
{"slug":"vellum-ai","name":"Vellum","category":"Frameworks & Eval","score":78,"tier":"STEADY","summary":"Public-surface review of Vellum","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/vellum-ai/","scorecard_url":"https://hlido.eu/data/scorecards/vellum-ai.json","attestation_url":"https://hlido.eu/proof/vellum-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Your own, personal intelligence","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The pricing page is accessible via a link labeled 'Pricing' on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"Free. No credit card. No 47-step setup wizard.","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"The documentation mentions 'expanded CLI' and 'managed integrations' but does not provide a comprehensive list of integrations or supported frameworks.","source_surface":"docs"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Your data is yours. Your workspace, memories, and config live in your private Vellum Cloud account, encrypted and isolated, or on your own machine if you self-host.","source_surface":"docs"}]}
{"slug":"vercel-ai-sdk","name":"Vercel AI SDK","category":"Frameworks & Eval","score":78,"tier":"STEADY","summary":"Public-surface review of Vercel AI SDK","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/vercel-ai-sdk/","scorecard_url":"https://hlido.eu/data/scorecards/vercel-ai-sdk.json","attestation_url":"https://hlido.eu/proof/vercel-ai-sdk/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Universal AI layer for building frameworks and agents","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Docs' which suggests that documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"The open-source AI toolkit designed to help developers build AI-powered applications and agents with React, Next.js, Vue, Svelte, Node.js, and more.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"vidu-ai","name":"Vidu","category":"Image & Design","score":65,"tier":"FADING","summary":"Public-surface review of Vidu","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/vidu-ai/","scorecard_url":"https://hlido.eu/data/scorecards/vidu-ai.json","attestation_url":"https://hlido.eu/proof/vidu-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"All-in-one AI image & video creation — fast, high-quality, and affordable","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is present on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"voiceflow","name":"Voiceflow","category":"Voice","score":90,"tier":"VITAL","summary":"Public-surface review of Voiceflow","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/voiceflow/","scorecard_url":"https://hlido.eu/data/scorecards/voiceflow.json","attestation_url":"https://hlido.eu/proof/voiceflow/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The homepage states, \"Build Chat and Voice AI Agents Without Code | Voiceflow\" and describes the platform as \"The operating system for AI customer experience.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly in the homepage navigation menu.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Docs\" link is available on the homepage, indicating documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Connect to your existing techstack. Discover 300+ apps and software integrations you can build into your Voiceflow agents.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage|pricing|integrations|templates"}]}
{"slug":"voyage-ai","name":"Voyage AI","category":"Infrastructure","score":65,"tier":"FADING","summary":"Public-surface review of Voyage AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/voyage-ai/","scorecard_url":"https://hlido.eu/data/scorecards/voyage-ai.json","attestation_url":"https://hlido.eu/proof/voyage-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Supercharging Search and Retrieval for Unstructured Data\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"fail","evidence_quote_short":"The homepage does not contain a link to the pricing page, making it impossible to access in 2 clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The homepage includes a link to 'Docs' which suggests that documentation is accessible without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Privacy and Compliance","source_surface":"homepage"}]}
{"slug":"warmly-ai","name":"Warmly","category":"Customer Experience","score":78,"tier":"STEADY","summary":"Public-surface review of Warmly","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/warmly-ai/","scorecard_url":"https://hlido.eu/data/scorecards/warmly-ai.json","attestation_url":"https://hlido.eu/proof/warmly-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Generate 3x More Qualified Pipeline\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"\"link\",\"name\":\"Pricing\"","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"Discover the top platforms that Warmly integrates with to supercharge your workflow.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"GDPR Compliant\"","source_surface":"homepage"}]}
{"slug":"warp-ai","name":"Warp AI","category":"Coding","score":78,"tier":"STEADY","summary":"Public-surface review of Warp AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/warp-ai/","scorecard_url":"https://hlido.eu/data/scorecards/warp-ai.json","attestation_url":"https://hlido.eu/proof/warp-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Warp: The Agentic Development Environment\" clearly states the product's value proposition.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link to 'Pricing' that can be accessed in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"You can learn more about the contribution process in \"CONTRIBUTING.md\"","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"SOC 2 Compliance\" and \"Zero data retention policy for AI\" are mentioned in the pricing section.","source_surface":"pricing"}]}
{"slug":"weaviate","name":"Weaviate","category":"Infrastructure","score":90,"tier":"VITAL","summary":"Public-surface review of Weaviate","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/weaviate/","scorecard_url":"https://hlido.eu/data/scorecards/weaviate.json","attestation_url":"https://hlido.eu/proof/weaviate/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"FOR AI ENGINEERS TURNING IDEAS INTO PRODUCTS","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing'.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Weaviate Quickstart\"","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Integration Ecosystem\"","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"Baseline security with RBAC.","source_surface":"pricing"}]}
{"slug":"windsurf","name":"Windsurf","category":"Coding","score":65,"tier":"FADING","summary":"Public-surface review of Windsurf","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/windsurf/","scorecard_url":"https://hlido.eu/data/scorecards/windsurf.json","attestation_url":"https://hlido.eu/proof/windsurf/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The Windsurf Editor is where the work of developers and AI truly flow together, allowing for a coding experience that feels like literal magic.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'PRICING' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Fix authentication bug in login flow\" and \"Implement OAuth flow\"","source_surface":"homepage"}]}
{"slug":"workbeaver","name":"WorkBeaver","category":"Productivity","score":63.4,"tier":"FADING","summary":"WorkBeaver's demonstration-based task learning lowers the bar for non-technical automation users. Free beta live with no login. Laddoo 63.4/100 FADING — editorial-only score, hands-on test deferred.","evidence_count":0,"proof_depth":0,"claim_coverage":0,"assertions_passed":0,"assertions_failed":0,"momentum":4,"review_url":"https://hlido.eu/reviews/workbeaver/","scorecard_url":"https://hlido.eu/data/scorecards/workbeaver.json","attestation_url":"https://hlido.eu/proof/workbeaver/","last_tested":"2026-04-18"}
{"slug":"workflow-machine","name":"Workflow Machine","category":"Productivity","score":60,"tier":"FADING","summary":"Workflow Machine should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/workflow-machine/","scorecard_url":"https://hlido.eu/data/scorecards/workflow-machine.json","attestation_url":"https://hlido.eu/proof/workflow-machine/","last_tested":"2026-05-01","claims":[{"claim":"Homepage loads without login and value proposition is visible","verdict":"pass","evidence_quote_short":"Homepage loads without login and value proposition is visible.","source_surface":"homepage"},{"claim":"Primary agent capability is stated in concrete, testable terms","verdict":"partial_pass","evidence_quote_short":"Build with clear trigger, condition, and action blocks that anyone on the team can follow.","source_surface":"homepage"},{"claim":"Pricing or free/trial path is publicly discoverable","verdict":"pass","evidence_quote_short":"The pricing page states, 'Free... $0 per month (billed annually)'","source_surface":"pricing"},{"claim":"Core workflow can be inspected from public docs, demo, templates, or repository","verdict":"partial_pass","evidence_quote_short":"Build with clear trigger, condition, and action blocks that anyone on the team can follow.","source_surface":"homepage"},{"claim":"Trust, privacy, or data-handling claims are findable from public navigation","verdict":"pass","evidence_quote_short":"Privacy","source_surface":"homepage"},{"claim":"Competitor/differentiation claim is specific enough to verify","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Public surface exposes at least one realistic scenario for the review engine","verdict":"partial_pass","evidence_quote_short":"When campaign docs are approved in Notion, post launch-ready assets to Slack and store files in Microsoft OneDrive.","source_surface":"homepage"}]}
{"slug":"writer-com","name":"Writer","category":"Marketing & Content","score":78,"tier":"STEADY","summary":"Public-surface review of Writer","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/writer-com/","scorecard_url":"https://hlido.eu/data/scorecards/writer-com.json","attestation_url":"https://hlido.eu/proof/writer-com/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Your best seller can’t be everywhere. Their AI agents can.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The pricing page is accessible via the 'Plans' link on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"WRITER works with all of the major cloud platforms so customers can rapidly transform their workflows with enterprise Agentic AI.","source_surface":"integrations"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"Granular agent governance, observability, and auditability.","source_surface":"pricing"}]}
{"slug":"xai-grok","name":"Grok (xAI)","category":"Chat & Companion","score":65,"tier":"FADING","summary":"Public-surface review of Grok (xAI)","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/xai-grok/","scorecard_url":"https://hlido.eu/data/scorecards/xai-grok.json","attestation_url":"https://hlido.eu/proof/xai-grok/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Grok is your cosmic guide, now accessible on grok.com, iOS, and Android. Explore the universe with AI.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly from the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"Learn how to quickly install Grok at the heart of your applications and explore guides covering common use cases.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"The homepage includes links to the 'Privacy policy', 'Security', and 'Safety', which may contain relevant information about authentication and data handling.","source_surface":"homepage"}]}
{"slug":"yi-01ai","name":"Yi (01.AI)","category":"Chat & Companion","score":53,"tier":"FADING","summary":"Public-surface review of Yi (01.AI)","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/yi-01ai/","scorecard_url":"https://hlido.eu/data/scorecards/yi-01ai.json","attestation_url":"https://hlido.eu/proof/yi-01ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"万智企业大模型一站式平台","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"The corpus mentions '万智企业大模型一站式平台' but does not provide a detailed integration list or supported frameworks.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"you-com","name":"You.com","category":"Chat & Companion","score":78,"tier":"STEADY","summary":"Public-surface review of You.com","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/you-com/","scorecard_url":"https://hlido.eu/data/scorecards/you-com.json","attestation_url":"https://hlido.eu/proof/you-com/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"The homepage states, \"The Leading Web Search APIs for AI\" and describes the service as \"Search the web, extract clean content, and generate grounded answers for your Agents and LLMs.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'Pricing' that can be accessed directly.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Explore API Docs\" is available on the homepage without requiring login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"\"Our APIs are enterprise-grade and built to give developers complete creative freedom, empowering them to build advanced tools without blockers.\"","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"SOC2 Certified: Our infrastructure is independently audited to ensure best-in-class data security, privacy, and availability.\"","source_surface":"homepage"}]}
{"slug":"you-com-search","name":"You.com Search","category":"Research","score":40,"tier":"FADING","summary":"Public-surface review of You.com Search","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/you-com-search/","scorecard_url":"https://hlido.eu/data/scorecards/you-com-search.json","attestation_url":"https://hlido.eu/proof/you-com-search/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"partial_pass","evidence_quote_short":"The homepage is publicly accessible, but the value proposition is not clearly stated in the provided text.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"fail","evidence_quote_short":"The homepage indicates a need to 'Sign in for free to save your chat history', suggesting that access may be restricted without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"unknown","evidence_quote_short":"No evidence returned","source_surface":"homepage"}]}
{"slug":"zapier","name":"Zapier","category":"Workflow & Automation","score":90,"tier":"VITAL","summary":"Public-surface review of Zapier","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/zapier/","scorecard_url":"https://hlido.eu/data/scorecards/zapier.json","attestation_url":"https://hlido.eu/proof/zapier/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Zapier gives teams one place to set guardrails, manage model access, and see everything — so everyone can build with AI confidently, on any model, without waiting for permission.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Free to build\"","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Use Zapier's Workflow API and 8,000 integrations to power a built-in automation experience, integration marketplace, or AI workflows.\"","source_surface":"docs"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Zapier handles auth, infrastructure, and support, so you can move fast, at enterprise scale.\"","source_surface":"docs"}]}
{"slug":"zapier-central","name":"Zapier Central","category":"Workflow & Automation","score":90,"tier":"VITAL","summary":"Public-surface review of Zapier Central","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/zapier-central/","scorecard_url":"https://hlido.eu/data/scorecards/zapier-central.json","attestation_url":"https://hlido.eu/proof/zapier-central/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"\"Meet your new AI teammates\" and \"Create your own superhuman teammates in minutes.\"","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The homepage contains a link labeled 'View pricing' which can be accessed in two clicks.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"\"Read the Guide\"","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Power your product or AI agent with 8,000 app integrations\"","source_surface":"docs"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"Fully managed authentication\"","source_surface":"docs"}]}
{"slug":"zebrium","name":"Zebrium","category":"Frameworks & Eval","score":65,"tier":"FADING","summary":"Public-surface review of Zebrium","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/zebrium/","scorecard_url":"https://hlido.eu/data/scorecards/zebrium.json","attestation_url":"https://hlido.eu/proof/zebrium/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Skylar Advisor: AI-Powered IT Operations Management | ScienceLogic","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available in the main menu on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"partial_pass","evidence_quote_short":"\"Take an Interactive Tour\" suggests a live demo is available without login.","source_surface":"homepage"},{"claim":"Integration list or supported frameworks documented","verdict":"partial_pass","evidence_quote_short":"Seamlessly integrate with third-party frameworks to incorporate AI wherever it's needed.","source_surface":"homepage"},{"claim":"Authentication / data handling claims publicly stated","verdict":"partial_pass","evidence_quote_short":"\"Learn more about who we are, how you can contact us and how we process personal data in our Privacy Policy.\"","source_surface":"homepage"}]}
{"slug":"zed-ai","name":"Zed AI","category":"Coding","score":90,"tier":"VITAL","summary":"Public-surface review of Zed AI","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/zed-ai/","scorecard_url":"https://hlido.eu/data/scorecards/zed-ai.json","attestation_url":"https://hlido.eu/proof/zed-ai/","last_tested":"2026-05-01","claims":[{"claim":"Homepage publicly accessible and value proposition clearly stated","verdict":"pass","evidence_quote_short":"Zed is a minimal code editor crafted for speed and collaboration with humans and AI.","source_surface":"homepage"},{"claim":"Pricing page discoverable in 2 clicks from homepage","verdict":"pass","evidence_quote_short":"The link to 'Pricing' is available directly on the homepage.","source_surface":"homepage"},{"claim":"Documentation or live demo accessible without login","verdict":"pass","evidence_quote_short":"The documentation is accessible without login at the URL https://zed.dev/docs/","source_surface":"docs"},{"claim":"Integration list or supported frameworks documented","verdict":"pass","evidence_quote_short":"\"Yes you can! We currently support Amazon Bedrock, Anthropic, GitHub Copilot, Deepseek, Google AI, LM Studio, Mistral, Ollama, OpenAI, OpenRouter, Vercel, and more.\"","source_surface":"pricing"},{"claim":"Authentication / data handling claims publicly stated","verdict":"pass","evidence_quote_short":"\"When using third-party agents, nothing touches our servers. We never store or train on your code without explicit consent.\"","source_surface":"integrations"}]}
{"slug":"zooclaw","name":"zooclaw","category":"Productivity","score":40,"tier":"FADING","summary":"Public-surface review of zooclaw.","evidence_count":null,"proof_depth":null,"claim_coverage":null,"assertions_passed":null,"assertions_failed":null,"momentum":null,"review_url":"https://hlido.eu/reviews/zooclaw/","scorecard_url":"https://hlido.eu/data/scorecards/zooclaw.json","attestation_url":"https://hlido.eu/proof/zooclaw/","last_tested":"2026-05-01"}