Abridge

Summary: Public-surface review of Abridge

Homepage publicly accessible and value proposition clearly stated

Enterprise-grade AI for clinical conversations—trusted by the largest healthcare systems.

Pricing page discoverable in 2 clicks from homepage

Documentation or live demo accessible without login

The presence of a 'LOGIN' link on the homepage indicates that access to documentation or live demo may require login.

Integration list or supported frameworks documented

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…

Authentication / data handling claims publicly stated

Abridge is the only company that maps AI-generated summaries to ground truth, helping providers quickly trust and verify the output.


Activepieces

Summary: Public-surface review of Activepieces

AI-first automation for every team · Activepieces

The homepage contains a link labeled 'Pricing'.

The documentation is accessible without login at https://www.activepieces.com/docs/getting-started/introduction.

Self-hosted and network-gapped for maximum security and control over your data.


Ada

Summary: Public-surface review of Ada

AI customer service agents that resolve, act, and continuously improve. Designed for scale. Trusted by global brands.

The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.

Documentation and resources are accessible without login.

Seamlessly connect your AI agent with your customer service tech stack.

"HIPAA, SOC2, GDPR, AIUC-1 compliance safeguard sensitive data with industry-leading security practices."


Adobe Firefly

Summary: Public-surface review of Adobe Firefly


Agent.ai

Summary: Public-surface review of Agent.ai

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."

The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.

Resources include links to 'Documentation' and 'Community' accessible without login.


AgentGPT

Summary: Public-surface review of AgentGPT

Welcome to AgentGPT 🤖 allows you to configure and deploy Autonomous AI agents.

The homepage does not contain a link to the pricing page, only links to Templates, Help, and Settings.

To learn more about AgentGPT, its roadmap, FAQ, etc, visit the AgentGPT's Documentation


agentmail

Explanation: 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.

Explanation: 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.

Explanation: 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.

Explanation: 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.


agentpulse-by-rectify

Summary: Public-surface review of agentpulse-by-rectify.


AgentRunner

Summary: AgentRunner should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.

Homepage loads without login and value proposition is visible

"Intelligence that moves your organization forward."

Primary agent capability is stated in concrete, testable terms

Capably delivers reliable deterministic outcomes, even in dynamic workflows.

Pricing or free/trial path is publicly discoverable

Core workflow can be inspected from public docs, demo, templates, or repository

Trust, privacy, or data-handling claims are findable from public navigation

Our AI Engine and capability library evolve with your business for lasting impact and flexibility.

Competitor/differentiation claim is specific enough to verify

Public surface exposes at least one realistic scenario for the review engine


Agno

Summary: Public-surface review of Agno

The all-in-one agent platform that runs in your cloud.

The link to 'PRICING' is available directly on the homepage.

The link to 'DOCS' is available on the homepage and pricing page, indicating that documentation is accessible without login.

"interfaces = [Slack(), AISdk(), AGUI()]"

Privacy and security are built into the architecture, not layered on.


AiAgent.app

Summary: Public-surface review of AiAgent.app

AI Agents: Get more done without doing more.

The link to 'Pricing' is present on the homepage.


Aider

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.

Verify the `aider --version` command exits 0 and prints a semantic version like 0.x.y or 1.x.y

The command output shows 'aider 0.86.2', which is a valid semantic version format.

Verify `aider --help` exits 0 and the help text documents the core flags --message, --model, and references git integration (auto-commit / git repo)

The help text includes the flags --message and --model, and references git integration with options like --git, --auto-commits, and --commit.

Verify `aider --list-models openai` lists at least one OpenAI model (e.g. gpt-4o, gpt-4o-mini, gpt-4)

Models which match "openai": - gmi/openai/gpt-4o - gmi/openai/gpt-4o-mini - openai/gpt-4

Scaffold a minimal math_utils.py with an add() function only, ready for Aider to extend

The output indicates that a file named 'math_utils.py' was created, but does not confirm the presence of the 'add()' function within it.

Verify Aider actually modifies math_utils.py to include multiply() and subtract() functions when given a natural-language --message

The output shows that the functions multiply() and subtract() were added to math_utils.py as requested.

Verify Aider auto-created a git commit after the edit (a recent commit exists whose message references aider, multiply, or subtract)

The commit message 'feat: add multiply and subtract functions to math_utils.py' references 'multiply' and 'subtract'.


Airtable AI

Summary: Public-surface review of Airtable AI

Homepage publicly accessible and value proposition clearly stated

AI that’s built for the way your business actually works

Pricing page discoverable in 2 clicks from homepage

The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.

Documentation or live demo accessible without login

Integration list or supported frameworks documented

Seamlessly connect to the tools you use daily. Sync with critical tools using pre-built connectors and open APIs.

Authentication / data handling claims publicly stated

Your data stays secure. Our model providers never retain your data and your data is never used for model training.


AlphaSense

Summary: Public-surface review of AlphaSense

Accelerate your workflow with AI insights you can trust

The homepage contains a link labeled 'Pricing'.

"Start your free trial" and "Interactive Tour" are available without login.

AlphaSense aggregates exclusive real-time and aftermarket equity research from leading global investment banks.

AlphaSense customers trust us to keep them up to speed, securely


Anchor Browser

Summary: Public-surface review of Anchor Browser

"Deploy millions of browser agents to automate any web task. Faster, cheaper, and more reliable than human operations."

The homepage contains a link to 'Pricing'.

"A Demo Website so you can test the self-healing auth experience yourself today."

"Integrate anywhere — Use the browser workload through our SDK, MCP, or any automation platform."

"Anchor handles onboarding, management, and utilization of any human-intended auth method"


Andi Search

Summary: Public-surface review of Andi Search

Andi is an AI search agent that can answer anything, find everything, and create great content for you.

Accurate. Private and anonymous. No ads, spam or tracking.


Anthropic Computer Use

Summary: Public-surface review of Anthropic Computer Use

The page returned a 404 error, indicating that it is not accessible.

The homepage leads to a 'Not Found' page, indicating the pricing page is not accessible.


Anyscale

Summary: Public-surface review of Anyscale

Foundation Model builders scale multimodal data curation workloads on Anyscale

"Learn more about building with Anyscale and Ray through our self-service courses, webinars, events and more."

Anyscale integrates with the most popular AI/ML libraries and frameworks, letting you scale your existing AI/ML workloads efficiently.


Anyword

Summary: Public-surface review of Anyword

Anyword closes the feedback loop for any AI model or application, adding A/B-tested data at every step of the generation process.

The homepage contains a link labeled 'Pricing'.

The homepage includes a link to the 'Help Center' which typically contains documentation accessible without login.

Connect your tech stack to Anyword and go from Gen-AI to Gen-AI that drives results.

Anyword meets SOC 2, ISO 27001, GDPR, and HIPAA requirements — ensuring your data and content are protected at every step.


Apollo.io

Summary: Public-surface review of Apollo.io

The homepage indicates 'Something went wrong' and 'Sorry about that! Please try again later.'

The surface returned an error message indicating that something went wrong and suggested logging in.


Arc Browser

Summary: Public-surface review of Arc Browser

Arc is the Chrome replacement I've been waiting for.

The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.

The documentation is accessible at https://arc.net/developers without requiring a login.

Bring your favorite tools into your favorite browser seamlessly, with Arc Integrations.

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.


Aria (Opera)

Summary: Public-surface review of Aria (Opera)

Opera AI is faster, smarter, and built right into your browser.

The homepage does not contain any link to a pricing page.

Use AI for free in your Opera browser, without any login or signup.


askiva

Summary: Public-surface review of askiva.


AssemblyAI

Summary: Public-surface review of AssemblyAI

The homepage contains a link labeled 'Pricing' that can be accessed directly.

A broad ecosystem of tools and platforms that seamlessly integrate with AssemblyAI to power diverse voice and language AI use cases.

AssemblyAI uses enterprise-grade security practices to keep your data safe.


Athena Intelligence

Summary: Public-surface review of Athena Intelligence

Meet Athena, Your Enterprise-Ready Digital Coworker

The homepage does not contain a direct link to the pricing page, making it unclear how to access it in two clicks.

"Olympus seamlessly integrates with all enterprise data sources, eliminating the need to navigate multiple systems."

Athena can be deployed into your company’s Virtual Private Cloud (VPC), ensuring that your data always remains within your security perimeter.


Augment Code (Intent)

Summary: Public-surface review of Augment Code (Intent)

Build software with AI agents that understand your entire codebase.

The homepage contains a link to 'Pricing'.

The homepage includes a link to 'Docs' which suggests documentation is accessible without login.

Includes Slack integration and mentions of various tools like MCP & Native Tools, but does not provide a comprehensive list of integrations or supported frameworks.

Includes SOC 2 type II, SSO, OIDC, & SCIM support, CMEK & ISO42001 compliance.


AutoGen Studio

Summary: Public-surface review of AutoGen Studio

A framework for building AI agents and applications

The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.

The documentation is accessible without login at the URL https://microsoft.github.io/autogen/stable/reference/index.html.

Examples of built-in extensions: OpenAIAssistantAgent for using Assistant API.


Automa

Summary: Public-surface review of Automa

The homepage includes a link to 'Docs' which suggests documentation is accessible.

Let agents get the data they need without providing wide access.


Autonoly

Summary: Public-surface review of Autonoly

AI agents that automate any digital task for you.

The link to 'Pricing' is available directly on the homepage.

API integrations — Slack, Sheets, Gmail, Discord


Axe

Summary: Public-surface review of Axe

You don't have permission to access "http://www.godaddy.com/forsale/axe.app" on this server.


Back4app AI Agent

Summary: Public-surface review of Back4app AI Agent

This website uses a security service to protect against malicious bots.


Base44 Superagents

Summary: Base44 Superagents should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.

Homepage loads without login and value proposition is visible

Base44 is the AI-powered platform that lets users build fully functioning apps in minutes.

Primary agent capability is stated in concrete, testable terms

Your Superagent can do the work of a personal assistant, support rep, marketing team, analyst - all the help you’ve ever needed.

Pricing or free/trial path is publicly discoverable

Start for free. Upgrade when you're ready.

Core workflow can be inspected from public docs, demo, templates, or repository

Explore practical, ready-to-use apps from our community of builders and make them your own.

Trust, privacy, or data-handling claims are findable from public navigation

"Secure by default: Permissions-based and sandboxed. Your Superagent only accesses what you explicitly allow."

Competitor/differentiation claim is specific enough to verify

Public surface exposes at least one realistic scenario for the review engine

“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”


Baseten

Summary: Public-surface review of Baseten

"The fastest model runtimes, cross-cloud high availability, and seamless developer workflows. Powered by the Baseten Inference Stack."

"Pricing" is listed as a link on the homepage.


Baton

Summary: Developer-first parallel agent orchestration with best-in-class UX. Pricing opacity is the only barrier to a STEADY score.


Bland AI

Summary: Public-surface review of Bland AI

"Bland is your infrastructure, platform, and partner for powering next-generation AI call centers."

The homepage contains a link labeled 'Pricing'.

The homepage includes a link to 'Book a demo' and mentions 'Try for yourself', suggesting some level of accessibility without login.

Bland integrates with major telephony providers and enterprise systems, with support for custom API integrations and batch calls.

We control the entire stack — hardware, models, and servers — so your customers’ data never passes through a third-party provider.


Blink

Summary: Public-surface review of Blink

BlinkOps is the leading agentic platform purposely built to automate your security operations at scale, keeping you ahead of any threat.

The homepage includes a link to 'Docs' and 'Get a Demo', indicating that documentation and a live demo are accessible without login.

"we recognize the critical need for solutions that are not only powerful but also simple, secure, and rapid to deploy."


Bolt.new

Summary: Public-surface review of Bolt.new

Create stunning apps & websites by chatting with AI.

Bolt integrates the frontier coding agents from the AI labs directly inside one familiar visual interface.


Meet BondAI | BondAI

Summary: Build highly capable Single and Multi-Agent Systems.

BondAI is an open-source tool for developing AI Agent Systems.

Documentation or live demo accessible without login

BondAI comes out of the box with a powerful set of integrations.

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.


Botpress

Summary: Public-surface review of Botpress

The homepage states, "Build, deploy, and monitor AI agents across channels, tools, and data."

The link to the Pricing page is available directly on the homepage.

"Dive into our documentation and kick-start your project with code samples and best practices."

"Integrate with existing systems. Use APIs, access business data, and work directly with structured inputs like files, tables, and user records."

Our platform adheres to SOC II standards, ensuring the highest level of security for your data through rigorous monitoring and regular audits.


Braintrust

Summary: Public-surface review of Braintrust

Braintrust is the AI observability platform helping teams measure, evaluate, and improve AI in production.

The homepage contains a link labeled 'Pricing'.

The documentation is accessible at https://www.braintrust.dev/docs without requiring a login.

The documentation includes a section on 'Integrations' which lists various AI providers, SDKs, and developer tools.

"Enterprise-grade access controls, authentication, and compliance agreements."


Brave Leo

Summary: Public-surface review of Brave Leo

The smart AI assistant built right in your browser. Ask questions, get answers, with unparalleled privacy.

No account or login is required. Just open and chat. Privately.

Leo doesn’t retain or share chats, or use them for additional model training.


Brisk Teaching

Summary: Public-surface review of Brisk Teaching

Brisk is the AI education platform helping teachers create materials, give feedback, and adapt instruction inside the Google and Microsoft tools they already use.

The pricing page is accessible via the link labeled 'GET STARTED' on the homepage.

Brisk helps you grade, plan, and engage students — straight from Google Docs, YouTube, and more.

Brisk earned a 93% Common Sense Privacy Rating – the highest among AI tools for educators.


Browserbase

Summary: Public-surface review of Browserbase

Browserbase makes the web as reliable and programmable as APIs.

The link to 'Pricing' is available directly on the homepage.

The homepage includes a link to 'Docs' which suggests documentation is accessible without login.


Browser Use

Summary: Public-surface review of Browser Use

The link to 'Pricing' is accessible directly from the homepage.

"Resources" section includes links to "Documentation" and "Blog" which are accessible without login.

"Pass secrets to the agent securely. Kept out of logs, traces, and recordings."


Cal.com AI Agents

Summary: Public-surface review of Cal.com AI Agents

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.

You can also see a live demo by our co-founder Peer by clicking the button below.

Free plan features, plus: Integrate with 100+ apps

Cal.ai gives you full visibility into every AI-powered scheduling call so you can monitor, measure, and optimize performance across your workflows.


Camb AI

Summary: Public-surface review of Camb AI

"CAMB.AI is the localization infrastructure for the internet bringing your content to everyone in their language."

The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.

"API Docs" is listed as a link, indicating documentation is accessible without login.

Enterprise-grade security, SOC 2 Type II


Canary

Summary: Public-surface review of Canary

Canary: A complete home security system in a single device

The homepage does not contain a link to the pricing page, making it impossible to access in 2 clicks.

The homepage includes links for 'signup' and 'login', indicating that access may require an account.


Casetext

Summary: Public-surface review of Casetext

This website uses a security service to protect against malicious bots.

The corpus does not contain relevant content regarding authentication or data handling claims.


Cassidy

Summary: Public-surface review of Cassidy

Build AI Agents that operate like your team | Cassidy AI

The Pricing link is directly accessible from the homepage.

Cassidy connects and real-time syncs with hundreds of tools that your team is already using to guarantee a seamless experience for everyone.

We maintain compliance with the strictest international security and privacy standards


CatDoes v4

Summary: Public-surface review of CatDoes v4

An AI agent that builds anything you describe

The link to 'Pricing' is available directly on the homepage.

"CatDoes Cloud handles your database, auth, storage, and edge functions automatically."


Cerebras

Summary: Public-surface review of Cerebras

The homepage states, 'The Fastest AI Infrastructure' and 'Industry-leading speed, quality, and scale'.

The link to the pricing page is accessible directly from the homepage.

This website or its third-party tools process personal data.


Chai

Summary: Public-surface review of Chai

We have built a consumer platform where users can build their own AI characters and stories.

The homepage does not contain a link to the pricing page.


Character.AI

Summary: Public-surface review of Character.AI

Character.AI | AI Chat, Reimagined–Your Words. Your World.

The homepage does not contain a link to the pricing page, only links to About, Careers, Safety Center, Blog, and other policies.

The homepage only provides options to 'Sign Up to Chat' or 'Login'.

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.


ChatGPT

Summary: Public-surface review of ChatGPT

I found a link labeled 'See plans and pricing' on the homepage.

"Log in to get answers based on saved chats, plus create images and upload files."

you agree to our Terms and have read our Privacy Policy


ChatWithAds

Summary: Public-surface review of ChatWithAds

From Data to AI-Assisted Decision In One Conversation.

"Pricing" is listed as one of the links on the homepage.

Connect your platforms: Shopify, Google Ads, Meta, TikTok, Amazon, Klaviyo.


Chorus

Summary: Public-surface review of Chorus

ZoomInfo is the AI GTM platform that turns B2B intelligence into pipeline.

The link to 'Pricing' is available directly on the homepage.

The homepage primarily promotes a free trial and requires users to submit a form with personal information to gain access.

By submitting this form, you agree to ZoomInfo's Privacy Policy and Terms of Service.


ClaimCheck

Summary: Public-surface review of ClaimCheck

Discover Your Blockchain Rewards in One Click

"Enter your wallet address to instantly check your airdrop rewards across all blockchain networks."

Our tool checks token balances from Arbitrum (ARB), Optimism (OP), ENS, Uniswap (UNI), and other popular crypto airdrops.

We only require your public wallet address - never your private keys or seed phrases.


Clari

Summary: Public-surface review of Clari

"Revenue Intelligence Meets Real-Time Action" clearly states the value proposition on the homepage.

The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.

"Take a Platform Tour" and "See Clari in action" suggest that there are accessible demos.

Clari seamlessly integrates with the tools you rely on, from CRM and customer engagement platforms to data and security systems.

Clari agrees that it will collect, store and process my personal data in accordance with the terms of service and privacy policy.


Claude.ai

Summary: Public-surface review of Claude.ai

The homepage contains a button labeled 'Pricing' that can be clicked to access the pricing page.

The URL provided is a login page, indicating that access to the content requires login.

"Integrate any context or tool through connectors with remote MCP"


Clay

Summary: Public-surface review of Clay

Go to market with unique data — and the ability to act on it

"Support docs" is listed as a link on the homepage, indicating documentation is accessible without login.

"Explore our growing library of integrations"


Clay (relationships)

Summary: Public-surface review of Clay (relationships)

Mesh brings together everyone you've ever met. Automatically organized, intelligently searchable, always up to date.

The link to 'PRICING' is available directly on the homepage.

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.


ClickUp AI

Summary: Public-surface review of ClickUp AI

The link to 'Pricing' is available directly on the homepage.

"Integrations like Slack, Hubspot, Google Drive, and more"


Cline

Summary: Public-surface review of Cline

Transform your engineering team with a fully collaborative AI partner. Open source, fully extensible, and built to amplify developer impact.

The homepage contains a link to 'Pricing' that can be clicked to access the pricing page.

The homepage includes a link to 'Docs' which suggests documentation is accessible without login.

Features include 'SSO, SLA & Dedicated Support' and 'Authentication Logs'.


Cockpit AI

Summary: Public-surface review of Cockpit AI

This ultra-premium domain offers exceptional value and strategic advantages for your business.

The homepage does not contain a link to a pricing page.

The corpus does not mention any authentication or data handling claims.


Codeium

Summary: Public-surface review of Codeium

MCP Support: Enhance your AI workflows by connecting custom tools and services.

"Auth Overhaul" and "Implement OAuth flow" are mentioned in the context of tasks.


Cognigy

Summary: Public-surface review of Cognigy

"Generative & conversational AI powered customer service agents for your business"

The homepage does not provide a direct link to the pricing page, making it unclear how to access it in two clicks.

See Conversational AI in action and browse through a selection of Cognigy.AI videos and demos.


Cohere

Summary: Public-surface review of Cohere

Your data. Your infrastructure. Cohere keeps it that way.

The link to 'PRICING' is available directly from the homepage.


Consensus

Summary: Public-surface review of Consensus

Consensus is the AI-powered academic search engine

The homepage includes a 'Sign in' and 'Sign up' button, indicating that login is required for access.

Transparent, reliable, and built to save you time


Contextual AI

Summary: Public-surface review of Contextual AI

The unified context layer that powers expert AI in advanced industries.

The homepage contains a link to 'Pricing' that can be accessed directly.

The homepage includes a link to 'Docs' which suggests that documentation is accessible without login.

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…


Continue

Summary: Public-surface review of Continue

Quality control for your software factory.

The link to 'PRICING' is available directly on the homepage.

The homepage includes a link to 'DOCS' which suggests that documentation is accessible.


Copy.ai

Summary: Public-surface review of Copy.ai

"Future proof your business with GTM AI" clearly states the value proposition.

The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.

"Get a demo and discover how sales and marketing teams use Copy.ai to add an AI superpower to their revenue engine."

"Secure, vertical AI-native platform for business-critical operations"


Cosyra

Summary: Public-surface review of Cosyra

Cosyra is a mobile cloud terminal for iPhone and Android — a persistent Ubuntu workspace.

The link to 'Pricing' is available directly on the homepage.

Claude Code, Codex CLI, OpenCode, and Gemini CLI are pre-installed on every Cosyra container.

"Keys are stored on-device with platform-native encryption, transmitted over TLS."


Cresta

Summary: Public-surface review of Cresta

Transform Automate Analyze Augment Transform every customer experience with AI agents

"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…

Cresta seamlessly integrates with existing tech stacks, transforming contact centers by connecting data, insights, and AI workflows.

"Security and data privacy trusted by the Fortune 500"


CrewAI

Summary: Public-surface review of CrewAI

"CrewAI makes it easy for enterprises to operate teams of AI agents that perform complex tasks autonomously, reliably and with full control."

The homepage includes a link to 'Docs' which suggests that documentation is accessible without login.

"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."

"providing centralized management, monitoring and security as well as automatic, serverless scaling"


cto.new

Summary: Public-surface review of cto.new

The homepage contains a link to 'Pricing'.

The homepage includes a link to 'Documentation' which is accessible without login.

MCP/skills includes 'Linear, Sentry, Vercel, Notion & more'.


Cursor

Summary: Public-surface review of Cursor

"Built to make you extraordinarily productive, Cursor is the best way to code with AI."

This element contains an interactive demo for sighted users showing multiple Cursor interfaces: Cursor Desktop interface, Cursor CLI interface.


Cursor 3

Summary: Cursor 3 should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.

"Agents use their own computers to build, test, and demo features end to end for you to review."

Hobby Free Includes: ✓ No credit card required ✓ Limited Agent requests ✓ Limited Tab completions

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.

"Terms of Service, Privacy Policy, Data Use, Security"


Daily

Summary: Public-surface review of Daily

Build ultra low latency conversations. Global WebRTC infrastructure and enterprise reliability since 2016.

The homepage includes a button labeled 'DOCS' which suggests that documentation is accessible.

"Build realtime voice, video, and AI with our partners."

Daily offers true end-to-end encryption, provides signed HIPAA BAAs, and operates under the EU-US Data Privacy Framework.


DataGrout

Summary: Public-surface review of DataGrout

The homepage is publicly accessible, but the value proposition is not clearly stated in the provided text.


Decagon

Summary: Public-surface review of Decagon

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."

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.

Pre-built integrations, APIs, and MCP support for data, actions, and escalations.

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.


Deepgram

Summary: Public-surface review of Deepgram

Build with the most accurate and cost-effective real-time APIs for speech-to-text, text-to-speech, and voice agents.

The link to 'Pricing' is available directly on the homepage.

"For detailed model, language, and feature availability, please refer to our Developer Documentation."

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…

"SOC 2, PCI, GDPR, and HIPAA compliant."


DeepInfra

Summary: Public-surface review of DeepInfra

Accelerate your AI with developer-friendly APIs designed for performance and cost-efficiency.

The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.

The links to 'Docs' and 'Demo' are available on the homepage without requiring a login.

"With our zero retention policy your inputs, your outputs, and your user data stay private. DeepInfra is SOC 2 and ISO 27001 certified."


DeepSeek

Summary: Public-surface review of DeepSeek

Homepage publicly accessible and value proposition clearly stated.

The homepage contains a link labeled 'API 价格' which likely leads to the pricing page.

The homepage includes a link to 'API 文档' which suggests documentation is available.


Denovo

Summary: Public-surface review of Denovo

"Build and grow your business in minutes."

"See pricing" is a link available on the homepage.


Descript

Summary: Public-surface review of Descript

"AI VIDEO EDITOR: AI-editing for every kind of video"

The link to 'Pricing' is accessible directly from the homepage.


Devin (Cognition)

Summary: Public-surface review of Devin (Cognition)

Cognition is an agent lab and we're the makers of Devin the AI software engineer.

The link to 'PRICING' is available directly on the homepage.


Dia (The Browser Company)

Summary: Public-surface review of Dia (The Browser Company)

The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.

Your data is never sold or used to build ad profiles — and with Sync, it's end-to-end encrypted.


Dify

Summary: Public-surface review of Dify

Dify offers everything you need — agentic workflows, RAG pipelines, integrations, and observability — all in one place, putting AI power into your hands.

The homepage contains a link to the 'Pricing' page that can be accessed directly.

The homepage includes a link to 'Docs' which suggests that documentation is accessible without login.

Enterprise-grade security for your critical data assets.


Dust

Summary: Public-surface review of Dust

"The Operating System for AI Agents" and "Deploy, orchestrate, and govern fleets of specialized AI agents" clearly state the value proposition.

"Connect Dust to your favorite tools and data sources. Build AI agents that work with your entire stack."


Elastic Quote

Summary: Public-surface review of Elastic Quote

"Pricing" is a link available directly on the homepage.

"Welcome to the technical documentation for Elastic Stack 9.0.0 and later, and Elastic Cloud Serverless."

Elastic Cloud Hosted is now FedRAMP® High Authorized Elastic deepens its commitment to the highest levels of security for US federal agencies.


ElevenLabs

Summary: Public-surface review of ElevenLabs

The homepage contains a link labeled 'Pricing' that can be accessed directly.

Explore our docs and guides to integrate ElevenLabs

"Establish clear behavioral and compliance rules that keep agent responses aligned with policy."


Elicit

Summary: Public-surface review of Elicit

Elicit helps researchers be 10x more evidence-based.

"Integration with custom data sources and creation of custom templates"

Elicit supports all AI-generated claims with sentence-level citations from the underlying sources.


Emergent Wingman

Summary: Emergent Wingman should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.

The homepage requires a sign-in with Google to access the content.

Before using this app, you can review emergent.sh’s Privacy Policy and Terms of Service.


Evisort

Summary: Public-surface review of Evisort

Sana from Workday is the superintelligence that automates work across HR, Finance, IT, and beyond through the power of AI.


Exa

Summary: Public-surface review of Exa

The documentation is accessible without login at the URL https://exa.ai/docs/reference/search.

"SDKs, MCP servers, AI frameworks, workflow automation, and more. Bring web search to every tool you use."

"Enterprise-grade security and controls" and "Zero Data Retention"


Fathom

Summary: Public-surface review of Fathom

Fathom summarizes your meetings so you can focus on the conversation.

The homepage contains a direct link to 'Pricing'.

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.

Integrations with Slack, Salesforce, HubSpot, Notion, Asana, and more are mentioned, but a complete list or documentation is not provided.

SOC 2 Type II | GDPR | HIPAA Compliant | SSO / SCIM


Fellow

Summary: Public-surface review of Fellow

"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."

The link to 'Pricing' is available directly on the homepage.

Keep your meeting workflow synced with 50+ Fellow integrations

Fellow is the only AI meeting assistant built from the ground up with privacy and security in mind.


Figma Make

Summary: Public-surface review of Figma Make

The homepage is titled 'Figma Make: Create with AI-Powered Design Tools', indicating a value proposition.

The pricing page can be accessed by clicking the 'Pricing' link from the homepage.

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.

The documentation mentions 'Integrations' as a menu option, suggesting that there is information about supported frameworks.

Manage your organization’s unique security requirements with advanced access, sharing, and compliance tools.


Fireworks AI

Summary: Public-surface review of Fireworks AI

Fireworks provides the platform to build your Generative AI capabilities — optimized for speed, quality, and cost.

The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.

"Get started fast with our Build SDK, plus a full developer toolkit for testing, building agents, and running evals."

Seamlessly integrate Fireworks AI with best-in-class platforms, tools, and infrastructure to accelerate model deployment and enhance end-user experiences.

"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."


Flowise

Summary: Public-surface review of Flowise

"Flowise - Build AI Agents, Visually" and "Open source agentic systems development platform" clearly state the value proposition.

The homepage includes a link to 'Docs' which suggests documentation is accessible without login.


Flowith

Summary: Public-surface review of Flowith

The homepage contains a link labeled 'Pricing'.

Documentation is accessible without login.


flux

Explanation: 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.

Explanation: 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.

Explanation: Framing is strong ('agents as friends'), PH launch validates interest, GitHub repo shows active dev. UX limited by iMessage client constraints.

Explanation: Fully open-source and free. Transparent GitHub codebase. Self-host model means no vendor lock-in. Excellent value transparency.

Product Hunt page and GitHub repo publicly accessible without login

This website uses a security service to protect against malicious bots.

README or docs explain iMessage agent deploy process clearly

Open-source CLI code verifiable on GitHub (photon-hq/flux)

Free/no-cost claim verified — no signup or payment required to access CLI

Deploy instructions present (single command claim)

Demo video or screenshot showing agent responding in iMessage

Supported agent frameworks documented (LangChain confirmed)

Differentiation from Poke (HLR-102) identifiable in public materials


FLUX (Black Forest Labs)

Summary: Public-surface review of FLUX (Black Forest Labs)

Homepage publicly accessible and value proposition clearly stated

The frontier AI research lab for visual intelligence.

Pricing page discoverable in 2 clicks from homepage

The link to 'Pricing' is available directly on the homepage.

Documentation or live demo accessible without login

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.

Integration list or supported frameworks documented

Authentication / data handling claims publicly stated


Forethought

Summary: Public-surface review of Forethought

Forethought is the leading AI agent for customer support platform—recognized by G2 for ROI and customer satisfaction.

"Pricing" is a link available on the homepage.

Take a sneak peek behind the scenes with our interactive demo.

"Integrate where your teams already work. Support teams stay in sync, and customers get accurate answers powered by your live data."

"Security & Compliance Keep your data safe"


Foyer

Summary: Public-surface review of Foyer


Framer AI

Summary: Public-surface review of Framer AI

"Framer AI: Design websites faster with intelligent tools" clearly states the value proposition.

The homepage contains a link to 'Pricing'.

The documentation is accessible, but it requires login to view specific content.

Plugins in Framer are small apps that can interact with the editor.


FuseAI

Summary: Public-surface review of FuseAI

At Fusemachines, democratizing AI starts with education.

The homepage does not contain a link to a pricing page.

Successful AI roles require more than theoretical knowledge. Learners develop practical skills across programming, data handling, and model development.


Galileo (Design)

Summary: Public-surface review of Galileo (Design)


Gauge

Summary: Gauge should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.

Homepage loads without login and value proposition is visible

"Be the Answer for AI" and "Unlock the millions of users exploring ChatGPT, Gemini, Perplexity, and more."

Primary agent capability is stated in concrete, testable terms

"Gauge gives clear onsite and offsite recommendations to own your category."

Pricing or free/trial path is publicly discoverable

Gauge offers three plans: Starter for $99/mo, Growth for $599/mo, and Enterprise with custom pricing.

Core workflow can be inspected from public docs, demo, templates, or repository

Trust, privacy, or data-handling claims are findable from public navigation

"LEGAL / COMPLIANCE" and "Privacy Policy" links are present on the pricing page.

Competitor/differentiation claim is specific enough to verify

Public surface exposes at least one realistic scenario for the review engine


Gemini

Summary: Public-surface review of Gemini

The homepage does not contain a link to the pricing page.

The homepage only provides a 'Sign in' link, indicating that login is required to access the service.

"Your privacy & Gemini Opens in a new window"


GenFuse AI

Summary: Public-surface review of GenFuse AI

GenFuse AI is the simplest way to automate repetitive tasks, connect your business apps, and make your team more productive.

The link to 'Pricing' is available directly on the homepage.

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.

The homepage includes a button labeled 'Is my data secure? +', suggesting that there are claims about data handling, but does not provide explicit details.


genspark

Summary: Public-surface review of genspark.


GitHub Copilot

Summary: Public-surface review of GitHub Copilot

Your AI accelerator for every workflow, from the editor to the enterprise.

The link to 'Pricing' is available in the navigation menu on the homepage.

GitHub Copilot is available on your favorite platforms: GitHub, VS Code, Visual Studio, Xcode, JetBrains IDEs, Neovim, Eclipse, Raycast, SQL Server Management Studio, Zed.

"Track activity with detailed audit logs and enforce governance by managing agents from a single control plane."


Glass Health

Summary: Public-surface review of Glass Health

Glass Health | Ambient Scribing & Clinical Decision Support

The pricing page is accessible via the link from the homepage.

All surfaces require login to access documentation or demos.

Available for Athena, Epic, eCW, Elation

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…


Glean

Summary: Public-surface review of Glean

The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.

"Join us for a webinar featuring Abdullah Haydar, Director of Engineering at LinkedIn..."

Glean goes from insight to action. Connect all your apps to Glean. Glean understands your company’s knowledge to automate work.

"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…


Gong

Summary: Public-surface review of Gong

"THE #1 AI OPERATING SYSTEM FOR REVENUE TEAMS"

"Pricing" is a link available directly on the homepage.

The Gong Revenue Graph integrates with 300+ solutions across your revenue stack, including CRMs, dialers, email, calendars, messaging solutions, and more.

"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."


GooseAI

Summary:
# Stop overpaying for your AI infrastructure.

Fully managed NLP-as-a-Service delivered via API,

at 30% the cost. It's time to migrate.

Enter your email to take flight.

Sign up!

## Meet our gaggle.

GPT-Neo 1.3B, Fairseq 1.3B

GPT-Neo 1.3B, Fairseq 1.3B

Small

$0.000110

/re

Homepage loads cleanly with a clear layout and organized sections.

The Pricing link is accessible directly from the homepage.

Docs or live demo accessible without login

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.


GPT Engineer

Summary: Public-surface review of GPT Engineer

Create apps and websites by chatting with AI

The homepage contains a link labeled 'Pricing' that can be accessed directly.

"Get started" and "Learn" links suggest accessible resources without login.

"Enterprise-grade security and compliance certifications"


Granola

Summary: Public-surface review of Granola

"Granola — The AI Notepad for back-to-back meetings" clearly states the value proposition.

The homepage contains a link labeled 'Pricing'.

"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…


Griptape

Summary: Public-surface review of Griptape

"Unleash Your AI Creative Superpowers" and "A new way for creative professionals to harness the full power of generative AI in their workflows."

The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.

The homepage includes a link to 'Docs' which suggests documentation is accessible without login.

Griptape now integrates with RunwayML for code-free creative AI workflows, including image-to-video generation & reference image use.

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…


Groq

Summary: Public-surface review of Groq

The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.

"Groq Trust Center" and "Groq Privacy Portal" are mentioned in the footer links, indicating some level of public commitment to data handling and security.


Guide

Summary: Public-surface review of Guide

"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."

The corpus does not mention any integration list or supported frameworks.

Google has built-in HTTPS security for all .APP websites.


Gumloop

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.

Verify homepage loads and shows a clear product pitch (hero copy describing what Gumloop does)

Verify there is a visible free tier or no-credit-card sign-up CTA on homepage or pricing page

Verify pricing page exists and lists multiple tiered plans with monthly prices

"Free, Pro, Enterprise" plans are listed with monthly prices such as "$37 / month".

Verify the homepage or product page shows or describes a visual / drag-and-drop pipeline builder (canvas screenshot, animation, or explicit copy)

Verify integrations such as Notion, Slack, Google, OpenAI, or similar are visibly listed on the homepage, integrations page, or footer

"Google Docs icon, Slack icon" are listed under the templates page.

Verify a public template gallery, examples page, or documentation link is reachable from homepage navigation

The homepage navigation includes a link to 'Templates'.


Guru

Summary: Public-surface review of Guru

Homepage publicly accessible and value proposition clearly stated

Guru structures, governs, and continuously improves your company's knowledge—so every AI tool and every person gets answers they can trust.

Pricing page discoverable in 2 clicks from homepage

Documentation or live demo accessible without login

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…

Integration list or supported frameworks documented

Guru connects to 100+ enterprise tools out of the box — Slack, Microsoft Teams, Salesforce, Zendesk, Confluence, SharePoint, and more.

Authentication / data handling claims publicly stated


Hailuo AI

Summary: Public-surface review of Hailuo AI

全能 AI 创作空间现已上线

The text includes a login prompt with the word '登录' (login).


happycapy

Explanation: 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.

Explanation: 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.

Explanation: 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.

Explanation: 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.

Homepage (happycapy.ai) publicly accessible and product concept clear

The homepage clearly states, "Happycapy - Agent-Native Computer for everyone" and describes the product concept as letting AI agents learn how you work.

Pricing page exists with free tier and Max ($200/mo) tier details

The pricing page lists a Free tier at $0/month and a Max tier at $200/month.

Login/signup available for free tier access

Skills marketplace or skills catalog publicly visible

150+ AI models claim documented with model list

Live visual desktop / sandboxed execution demo available publicly

Agent teams feature described in public materials

"Agent teams with GUI (research preview)"

Trickle team / founder credentials visible on site

The corpus does not mention any team or founder credentials.

Pro tier pricing publicly stated (or confirmed opaque)

Open-source skills claim verifiable via GitHub repo


Harvey

Summary: Public-surface review of Harvey

Harvey is AI designed for legal and professional services. Advance your expertise on a secure platform that lets you focus on high-value work.

The homepage does not contain a direct link to the pricing page, making it unclear how to access it in just two clicks.

"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…


Haystack

Summary: Public-surface review of Haystack

Build custom AI agents and RAG applications with smart context engineering, powered by open AI orchestration.

The Haystack ecosystem integrates with many technologies, including vector databases, model providers, monitoring tools, and community-built custom components.

"Open Privacy Policy" and "Open Terms and Conditions" are mentioned, indicating some public statements about data handling.


Hebbia

Summary: Public-surface review of Hebbia

Purpose-built AI trusted by leading asset managers, bankers, advisors, and Fortune 500 companies for high-stakes decisions.

The link to 'PRICING' is available directly on the homepage.

"Connect your private documents, public filings, and leading financial data providers in one place."

"BY SUBMITTING, I CONSENT TO HEBBIA'S COMMUNICATIONS AND ACKNOWLEDGE MY DATA WILL BE HANDLED PER THEIR PRIVACY POLICY."


AI Online Course Creation Platform - Heights AI 2 Features

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

Heights AI is your creative assistant, helping you create online courses, community channels, and digital products.

The link to the PRICING page is available directly on the homepage.


Helicone

Summary: Public-surface review of Helicone

The world's fastest-growing AI companies rely on Helicone to route, debug, and analyze their applications.

"Pricing" is listed as a link on the homepage.

"Docs" is accessible from the homepage without login.

INTEGRATIONS: OpenAI, Anthropic, Azure, LiteLLM, Anyscale, Together AI, OpenRouter, Other


Hex

Summary: Public-surface review of Hex

The AI Analytics Platform for your whole team

The link to 'Pricing' is available directly on the homepage.

Integrations Out-of-the-box connections and flexible APIs.

For organizations requiring advanced security, governance, and support.


HeyGen

Summary: Public-surface review of HeyGen

The link to 'Pricing' is present on the homepage.

Integrate with the world's leading tools

MCP uses OAuth — users authorize via a consent screen with no API keys needed.


Hippocratic AI

Summary: Public-surface review of Hippocratic AI

Hippocratic AI | Safest Generative AI Healthcare Agent

The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.

*Excerpt from a real patient call, de-identified in compliance with HIPAA.


HubSpot Breeze

Summary: Public-surface review of HubSpot Breeze

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.


HubSpot Clearbit

Summary: Public-surface review of HubSpot Clearbit

We acquired Clearbit earlier this year for their best-in-class B2B data.

The homepage mentions a 'Start free or get a demo' option, suggesting a demo is available without login.


HuggingFace

Summary: Public-surface review of HuggingFace

The homepage contains a link labeled 'Pricing'.

The documentation is accessible without login at the URL https://huggingface.co/docs.

"Inference Providers Call 200k+ models hosted by our 10+ Inference partners"

"Advanced security and access controls" and "Detailed action reviews with Audit Logs"


Humane AI Pin

Summary: Public-surface review of Humane AI Pin

The foundation of HP’s workplace evolution, is a powerful AI orchestrator — an intelligence at the center of your data and devices.

The homepage includes links to 'Privacy' and 'Your privacy choices', suggesting some level of public statements regarding data handling.


Humanloop

Summary: Public-surface review of Humanloop

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…

The homepage does not contain a link to the pricing page, only links to the Migration Guide and Media Kit.

The documentation is accessible without login, but the demo requires booking a demo.

We’ve created a comprehensive export tool that downloads all your Humanloop data in a structured format.


Hume AI

Summary: Public-surface review of Hume AI

Building AI with emotional intelligence to create technology that truly understands humanity.

The homepage does not contain a link to a pricing page, only links to research, products, models, resources, and contact sales.

The live demo is accessible without login.


HyperWrite

Summary: Public-surface review of HyperWrite

The link to 'Pricing' is available directly on the homepage.

"Get started for free" indicates that there is access to features without login.


Ideogram

Summary: Public-surface review of Ideogram

The homepage only contains a sign-in prompt and does not clearly state a value proposition.

The text states 'Sign in to Ideogram' and 'Get the full experience with your Ideogram account.'


Inflection Pi

Summary: Public-surface review of Inflection Pi

Tackle everyday life with the first emotionally intelligent AI

The homepage does not contain a link to the pricing page, making it impossible to discover in 2 clicks.

The homepage includes a link to the 'Help Center', which likely contains documentation.

The homepage includes links to the 'Terms of service' and 'Privacy policy', which typically contain authentication and data handling claims.


influcio

Explanation: Real differentiation on conversion signals vs follower count, but crowded market and unclear product reality behind login wall.

Explanation: Pricing opacity and login wall make T2 delivery claims unverifiable; risk of AI-washing.

Explanation: PH #3 placement suggests reasonable UX but opaque pricing damages first impression.

Explanation: No public pricing = poor transparency; estimated $99-$649/mo is high end for unverified ROI claims.

Demo page or marketing site is publicly accessible

The homepage is publicly accessible at https://www.influcio.com/

Conversion-signal ranking methodology explained publicly

Platform screenshots or demo video available showing influencer discovery UI

Supported platforms (Instagram, TikTok, YouTube) documented

Connecting 4M+ creators and 100k average followers per influencer across platforms with intelligent insights.

Pricing page exists (even estimated ranges)

The corpus does not mention a pricing page or any estimated ranges.

End-to-end workflow claim (discovery → outreach → optimization) shown in public material

From vague ideas to concrete strategies — designed around your goals, budget, and desired impact, turning concepts into actionable, launch-ready plans.


Inkeep

Summary: Public-surface review of Inkeep

Homepage publicly accessible and value proposition clearly stated

Add AI Teammates to your customer experience team

Pricing page discoverable in 2 clicks from homepage

The homepage does not contain a direct link to the pricing page, making it unclear how to access it in two clicks.

Documentation or live demo accessible without login

The documentation is accessible via the link labeled 'DOCS' on the homepage.

Integration list or supported frameworks documented

Integrate with your product APIs and third party apps using any MCP server.

Authentication / data handling claims publicly stated

Inkeep indexes everything so your agents retrieve the most relevant, up-to-date answers.


Instantly

Summary: Public-surface review of Instantly

"Get more clients by chatting to AI" and "Use Instantly AI to find perfect leads, create AI Sales Agents and automate your outreach & sales."

Instantly works perfectly with all the products you're already using.


Integrately

Summary: Public-surface review of Integrately

20 Million+ Ready Automations For 1500+ Apps

The homepage contains a link labeled 'Pricing'.

"Welcome to the Integrately Help Center!"

"Ready Workflows Integrate 1500+ Apps" and links to various integrations such as "google-calendar integrations Google Calendar" and "salesforce integrations Salesforce" are present.

your credentials are encrypted & highly secure


Intent (Augment Code)

Summary: Intent (Augment Code) should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.

Homepage loads without login and value proposition is visible

This website uses a security service to protect against malicious bots.

Primary agent capability is stated in concrete, testable terms

Pricing or free/trial path is publicly discoverable

Core workflow can be inspected from public docs, demo, templates, or repository

Trust, privacy, or data-handling claims are findable from public navigation

Competitor/differentiation claim is specific enough to verify

Public surface exposes at least one realistic scenario for the review engine


Intercom Fin

Summary: Public-surface review of Intercom Fin

"Fin. The #1 AI Agent for customer service" clearly states the value proposition.

The homepage contains a link labeled 'Pricing' that can be accessed directly.

"View demo" and "Learn more" links are present on the homepage, suggesting access to a demo and documentation without login.

"Set up Fin with your existing helpdesk or as part of the Intercom Customer Service Suite—with support for additional platforms and custom channels."


Ironclad

Summary: Public-surface review of Ironclad

The pricing page is accessible from the homepage in two clicks via the 'Products' link and then the 'Pricing' link.

Connect to your favorite apps with our API and integrations; unlock additional instances; or enhance your team’s success plan.


Janitor AI

Summary: Public-surface review of Janitor AI

The homepage contains links for 'Login' and 'Register', indicating that access may be restricted.


jared-so

Summary: Public-surface review of jared-so.


Jasper

Summary: Public-surface review of Jasper

Documentation is accessible without login.

Jasper integrates with the tools your team already uses.


Jina AI

Summary: Public-surface review of Jina AI

Start instantly—no credit card or registration needed!

We are SOC 2 Type 1 & 2 compliant with the American Institute of Certified Public Accountants (AICPA).


Julius

Summary: Public-surface review of Julius

Early stage AI lab based in San Francisco with a mission to build the most powerful AI tools for knowledge workers.

Popular integrations include Postgres, Google Drive, Snowflake, SQL Server, and MCP.


Kagi

Summary: Public-surface review of Kagi

"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."


Kaily

Summary: Public-surface review of Kaily

Meet Fynd Kaily, the AI agent that gets real work done. It sells, resolves, and automates daily tasks in a flash

The link to 'Pricing' is available on the homepage.


Kapa AI

Summary: Public-surface review of Kapa AI

Kapa builds accurate AI agents from your technical documentation and 50+ other sources.

The pricing link is accessible from the homepage, allowing navigation to the pricing page in two clicks.

"30+ data source integrations that are optimized for LLMs and automatically refresh, ensuring up-to-date information."

"Enterprise-grade security with SOC II Type II certification and advanced PII detection & masking technology for data security."


Kensho

Summary: Public-surface review of Kensho

WE ILLUMINATE INSIGHTS IN THE WORLDʼS DATA


Khanmigo

Summary: Public-surface review of Khanmigo

Khanmigo is your always-available on-demand AI-powered support for education.

The homepage does not contain a link to the pricing page.

Khanmigo simplifies your workflow while keeping your work and your student data private and secure.


Kimi (Moonshot)

Summary: Public-surface review of Kimi (Moonshot)

Kimi K2.6. It's here. Coding, Agent Swarm, Kimi Claw. Upgraded.

The homepage includes a link to 'Docs', suggesting documentation is accessible.


Klariqo

Summary: Polished voice-agent platform for SMB outbound. Strong UX but enterprise-only pricing and a login wall block full verification.


Kling

Summary: Public-surface review of Kling

Kling AI: Next-Generation AI Creative Studio


Klipy

Summary: Public-surface review of Klipy

This website uses a security service to protect against malicious bots.


Komo

Summary: Public-surface review of Komo

Homepage publicly accessible and value proposition clearly stated as 'Agentic AI for Centralized Operations' and 'Purpose-built AI for Mission-Critical Operations'.

The homepage does not contain a link to the pricing page, making it impossible to access in 2 clicks.

The homepage does not mention any documentation or live demo accessible without login, only a 'Request Demo' link is present.

Komo agents connect natively to your ERP, email, and industry-specific platforms.


Kore.ai

Summary: Public-surface review of Kore.ai

"Agentic AI Applications for the Enterprise | Kore.ai" clearly states the value proposition.

Leverage pre-built AI agents, templates, and integrations from the Kore.ai Marketplace.


Krea

Summary: Public-surface review of Krea

Krea.ai is a powerful AI suite for Creatives.

The link to 'Pricing' is available directly on the homepage.

Krea offers a free plan with no credit card required, allowing users to generate images and videos without logging in.

"Comprehensive legal terms designed for businesses, including data protection and no-training clauses for your content."


Lambda Labs

Summary: Public-surface review of Lambda Labs

The homepage states, 'Supercomputers for training and inference' and 'Built for AI. Ready for superintelligence.'

The link to 'Pricing' is directly available on the homepage.

Achieve production-grade compliance with SOC 2 Type II certification.


LangChain

Summary: Public-surface review of LangChain

"LangSmith, the agent engineering platform, helps developers debug every agent decision, eval changes, and deploy in one click."

The homepage contains a direct link to the Pricing page.

"Docs" is listed as a link on the homepage, indicating accessibility without login.

"Trace your preferred framework or integrate LangSmith with any agent stack using our Python, TypeScript, Go, or Java SDKs."


Langflow

Summary: Public-surface review of Langflow

Langflow is a powerful tool to build and deploy AI agents and MCP servers.

The homepage does not contain a link to the pricing page, only links to Docs and Get Started for Free.

The homepage includes a link to 'Docs' which implies documentation is accessible without login.

Langflow supports all major LLMs, vector databases and a growing library of AI tools.

The new LANGFLOW_ALLOW_CUSTOM_COMPONENTS environment variable allows Langflow administrators to disable execution of custom Python components, which improves security in controlled deployments.


Langfuse

Summary: Public-surface review of Langfuse

Langfuse is an open-source LLM engineering platform that helps teams collaboratively debug, analyze, and iterate on their LLM applications.

The link to 'Pricing' is present on the homepage.

The documentation is accessible without login.

"Langfuse works with any language and framework supporting OTel instrumentation. Additionally, 80+ integrations make getting started even easier."

"SOC2 & ISO27001 reports, BAA available (HIPAA)"


LangSmith

Summary: Public-surface review of LangSmith

The homepage only provides options to sign up or log in, with no mention of accessible documentation or live demo without login.

By continuing, you agree to our Terms of Service and Privacy Policy.


Lavender

Summary: Public-surface review of Lavender

"Your intelligent AI sales agent. Never Write a Cold Email Again."

The homepage contains a link to the 'Pricing' page.

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.

We integrate with Gmail, Outlook, Outreach, Salesloft, HubSpot, Apollo, Groove, Gong and more.

We take your privacy seriously. We are SOC2-certified and GDPR-compliant.


Leonardo AI

Summary: Public-surface review of Leonardo AI

"THE CREATOR-FIRST GENERATIVE AI PLATFORM" clearly states the value proposition.

The link to 'Pricing' is available directly on the homepage.

Explore our clear, easy to follow documentation or speak with our team to deploy Leonardo’s API in your environment.

"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."

Your input images are private and accessible only to you.


Lessie AI

Summary: Public-surface review of Lessie AI

"AI People Search Engine to Find People Instantly"

The homepage contains a link labeled 'Pricing' that can be accessed directly.

Our AI finds event organizers, creators, and businesses that align with your goals.


lindy-ai

Explanation: 4,000+ integrations + agent swarms is a strong moat; competitive intelligence use case is highly valuable and differentiated.

Explanation: Free tier limits + potential rate-limiting on web scrapers could undermine reliability; 4,000 integrations breadth vs depth tradeoff.

Explanation: Known for clean interface; founder (@Altimor) has 44K followers suggesting community trust and polished execution.

Explanation: Free tier is real but limited; credit consumption opacity at scale is a known community concern.

Homepage loads without login and agent builder visible

"Lindy helps run your day like a world-class executive assistant."

Free tier accessible without credit card

Agent swarm feature accessible on free tier

4,000+ integrations list publicly visible

With hundreds of integrations, Lindy can read your Slack, cross-reference your calendar, and draft a response in Gmail, all without you asking.

Competitive intelligence use case testable in free tier

Pricing page accessible with credit breakdown

Response quality evaluable in 1-2 agent runs


LiveKit

Summary: Public-surface review of LiveKit

Homepage publicly accessible and value proposition clearly stated

Build voice, video, and physical AI agents

Pricing page discoverable in 2 clicks from homepage

The link to 'Pricing' is present on the homepage.

Documentation or live demo accessible without login

Integration list or supported frameworks documented

Phone numbers and SIP integrations for telephony

Authentication / data handling claims publicly stated


LiveKit Agents

Summary: Public-surface review of LiveKit Agents

The homepage states, "The open source framework and cloud platform for voice, video, and physical AI agents."

"The framework is fully open source and supported by an active community."

The framework supports plugins for most major AI providers, with more continually added.


LlamaIndex

Summary: Public-surface review of LlamaIndex

LlamaParse turns hours of manual document processing into seconds of automation, with VLM-powered document understanding agents.

The homepage contains a link to 'Pricing' that can be accessed directly.

The documentation is accessible without login.

Enterprise-Grade Security: Granular access controls, enhanced data encryption, and HIPAA, GDPR, and SOC2 compliant out-of-the-box.


Chatbot Arena (LMArena)

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.

Verify the LMArena homepage loads with a chat input textarea visible without requiring sign-in

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.

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

Verify a Leaderboard link is visible in the navigation that leads to model rankings


LM Studio

Summary: Public-surface review of LM Studio

The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.

"Build with LM Studio's local APIs and SDKs — TypeScript, Python, REST, and OpenAI and Anthropic-compatible endpoints."


Lovable

Summary: Public-surface review of Lovable

Create apps and websites by chatting with AI

The homepage contains a link labeled 'Pricing' that can be accessed directly.

"Learn, Templates, Guides, Connectors, Videos, Blog, Support, Reviews, FAQs, Sitemap" are accessible without login.

Enterprise-grade security and compliance certifications


Luma AI Agents

Summary: Public-surface review of Luma AI Agents

The homepage contains a direct link to the 'PRICING' page.

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.

Luma AI will provide implementation support and training across Serviceplan Group’s global teams to ensure consistent adoption and responsible deployment.


Luma Genie

Summary: Public-surface review of Luma Genie


Luminance

Summary: Public-surface review of Luminance

Luminance uses Legal-Grade™ agents to automate, expedite and enhance contract activity across the business.

The homepage contains a 'Request a demo' link which implies that a demo may require login or submission of details.

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…


Lutra

Summary: Public-surface review of Lutra

Securely connect your enterprise data & apps to AI.

The homepage contains a link labeled 'Pricing'.

Lutra integrates with your favorite apps and services and creates custom integrations in minutes.

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.


Magic

Summary: Public-surface review of Magic

Magic is building frontier code models to automate software engineering and research.

The homepage does not contain a link to the pricing page, only links to Blog, Careers, and Safety.


MagicSchool

Summary: Public-surface review of MagicSchool

The link to 'Pricing' is available directly on the homepage.

"We integrate with systems like Clever and ClassLink, fit within your existing protocols, and support your team from setup through launch."


Magine

Summary: Public-surface review of Magine

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.

The homepage includes a link to the 'Knowledge Base' and 'API Documentation', which suggests accessibility without login.


Make

Summary: Public-surface review of Make

The menu item 'Pricing' is accessible from the homepage.

"3,000+ Integration Apps | Connect & Automate Software | Make"

"Scale securely with visual-first AI-powered enterprise automation"


Mem

Summary: Public-surface review of Mem

The homepage contains a link to 'Pricing'.

Your Google and Outlook calendars now sync directly into Mem.

Trust Center is live with SOC 2 documentation and sub-processor transparency.


Mendable

Summary: Public-surface review of Mendable

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.

The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.

Documentation is accessible without login at docs.mendable.ai.

Mendable supports SAML 2.0, OpenID Connect, and OAuth 2.0 for single sign-on (SSO) and identity federation.

Mendable is SOC 2 Type II certified. Check out our AI Trust Center for additional information.


Meshy

Summary: Public-surface review of Meshy

Meet the world's most popular and intuitive free AI 3D model generator.

The 'Pricing' link is accessible directly from the homepage.

Documentation and resources are accessible without login.

Full DCC Bridge (Roblox, Blender, Godot, Unity, Unreal, Maya, 3ds Max)


MetaGPT

Summary: Public-surface review of MetaGPT

Atoms offers a smoother, faster, and more cohesive environment for creation.

The homepage contains a link labeled 'Pricing'.


Microsoft Copilot

Summary: Public-surface review of Microsoft Copilot


Midjourney

Summary: Public-surface review of Midjourney

We're a community-funded research lab of 60 people known for building the most beautiful AI models in the world.

The homepage does not contain a link to the pricing page.

The homepage includes a link to 'Documentation'.


MindStudio

Summary: Public-surface review of MindStudio

Meet Remy. Remy is a product agent, a new way to build software.

"Hundreds of hours of video tutorials, guides, and step-by-step walkthroughs"


Mistral Le Chat

Summary: Public-surface review of Mistral Le Chat

The homepage is publicly accessible, but there is no clear value proposition stated in the provided text.

The homepage does not contain any links or buttons that lead to a pricing page.

The homepage only includes buttons for 'Sign in' and 'Sign up', indicating that access requires login.


Modal

Summary: Public-surface review of Modal

The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.

"SOC2 & HIPAA" and "Data residency controls"


MolmoWeb

Summary: Public-surface review of MolmoWeb

you will not submit or upload personal, sensitive, confidential, or proprietary information to Playground;


Monday AI

Summary: Public-surface review of Monday AI

So sorry, we couldn’t find what you were looking for...


MultiOn

Summary: Public-surface review of MultiOn

We are an AI lab pioneering on-device Superintelligence, on a mission to bring it to everyday life.

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.


Murf AI

Summary: Public-surface review of Murf AI

"Ultra-Realistic AI Voice Generator Built for Maximum Speed & Efficiency"

"Visit Murf Pricing Page" is a link on the homepage.

"Murf voices can also be used with: Adobe Captivate, Adobe Audition, and many more"

"Enterprise-grade Security & Support" and "No Training on your Data" are mentioned in the pricing section.


Mutiny

Summary: Public-surface review of Mutiny

Your AI agent for creating anything customer-facing

"Pricing" is listed as a link on the homepage.

Enterprise adds SSO for IT/security compliance, Salesforce & HubSpot integration


Summary: Public-surface review of n8n

"AI Workflow Automation Platform - n8n" and "Build visually, go deep with code, connect to anything."

The 'Pricing' menu item is accessible directly from the homepage menu.

The homepage includes a link to the 'Docs' section, which suggests that documentation is accessible without login.

"Plug AI into your own data & over 500 integrations"

"Protect your data by deploying on-prem."


Nabla

Summary: Public-surface review of Nabla

"Smarter clinical workflows. Elevated care."

The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.

The homepage provides links to 'Learn more' and 'Get a demo' which suggest accessible information without login.

"Nabla integrates seamlessly with most EHR vendors used by leading healthcare organizations, embedding directly into your existing system to streamline and simplify clinical documentation."


Naoma AI Demo Agent

Summary: Real customer-journey review completed and published with a final verdict.


Nebius

Summary: Public-surface review of Nebius

The homepage returned a 'Page not found' error.

The homepage leads to a 'Page not found' error.


Summary: Public-surface review of needle-2-0.

No credit card required to start — free tier accessible immediately

Connect Google Drive or Slack — data connector integration works

"Connect Google Sheets with Sponsor Outreach"

Upload PDF and ask a question — knowledge threading answer quality

Create workflow via natural language ('vibe automate') — NL automation works

Cross-source query — ask question spanning multiple connected data sources

"Find, clean, and qualify German SMB leads from multiple directories, then generate tailored outreach emails..."

Source citation in AI answers — does Needle cite source documents?

Free plan limits — connectors, workflows, and queries allowed on free tier

"1K workflow credits" and "750 builder credits" are specified for the free plan.

Pricing page public and transparent — all tiers visible without login


Netomi

Summary: Public-surface review of Netomi

Homepage publicly accessible and value proposition clearly stated

Netomi — The only agentic AI platform built for what comes after the pilot.

Pricing page discoverable in 2 clicks from homepage

Documentation or live demo accessible without login

Integration list or supported frameworks documented

Authentication / data handling claims publicly stated

Compliant by design. Secure by default. SOC 2 Type II, HIPAA, GDPR, ISO 27001, CCPA, and PDPA.


NightCafe

Summary: Public-surface review of NightCafe

NightCafe is the AI Art Generator for AI artists, enthusiasts and content creators. Imagine it, create it, share it.

The pricing page is currently inaccessible due to a security verification process.

The pricing page indicates that it is performing security verification and does not provide access to documentation or a live demo without login.


NotebookLM

Summary: Public-surface review of NotebookLM

Your research and thinking partner, grounded in the information you trust, built with the latest Gemini models.

The link to the pricing page is labeled 'Plans' and is accessible directly from the homepage.

We value your privacy and never use your organization's data to train NotebookLM.


Notion AI

Summary: Public-surface review of Notion AI

"Meet your 24/7 AI team" and "Infinite minds, built for teamwork. Answer questions, prioritize tasks, and write reports—all while you sleep."

The link to 'Pricing' is available directly on the homepage.

We have contractual agreements with our AI subprocessors that prohibit the use of customer data to train their models.


Nyx

Summary: Public-surface review of Nyx


OctoClaw

Summary: Public-surface review of OctoClaw

Diese Domain ist bereits bei IONOS registriert.

The homepage does not contain a link to a pricing page.


Ollama

Summary: Public-surface review of Ollama

The easiest way to build with open models

The homepage contains a link labeled 'Pricing'.

Ollama's documentation is accessible without login.

Ollama supports 40,000+ community integrations.


Opal

Summary: Public-surface review of Opal

The homepage is publicly accessible, but the value proposition is not clearly stated.

The homepage does not contain any links to a pricing page.


OpenAI Agent SDK

Summary: Public-surface review of OpenAI Agent SDK

The OpenAI Agents SDK enables you to build agentic AI apps in a lightweight, easy-to-use package with very few abstractions.

Check out a variety of sample implementations of the SDK in the examples section of the repo.

The SDK includes features like 'Guardrails' for input validation and safety checks, which relate to data handling.


OpenAI Operator

Summary: Public-surface review of OpenAI Operator

I found a link labeled 'See plans and pricing' on the homepage.

The text states, 'Log in to get answers based on saved chats, plus create images and upload files.'

you agree to our Terms and have read our Privacy Policy


OpenAI Realtime

Summary: Public-surface review of OpenAI Realtime

Build low-latency, multimodal LLM applications with the Realtime API.

The link to 'Pricing' is available directly on the homepage.

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…

There are three primary supported interfaces for the Realtime API: WebRTC connection, WebSocket connection, and SIP connection.


OpenFang

Summary: OpenFang should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.

Homepage loads without login and value proposition is visible

The command failed with an error indicating that the argument 'file' cannot be empty.

Primary agent capability is stated in concrete, testable terms

The command failed with an error stating 'The argument 'file' cannot be empty.'

Pricing or free/trial path is publicly discoverable

The command failed due to an empty argument, preventing any output related to pricing or trial paths.

Install or repository instructions are public and current

The command failed due to an empty argument, indicating that the necessary input for installation or repository instructions was not provided.

Core workflow can be inspected from public docs, demo, templates, or repository

The command failed due to an empty argument, indicating a lack of necessary input to proceed.

Trust, privacy, or data-handling claims are findable from public navigation

The command failed due to an empty argument, preventing any output related to trust, privacy, or data-handling claims.

Competitor/differentiation claim is specific enough to verify

The command failed due to an empty argument, indicating it could not be executed properly.

Public surface exposes at least one realistic scenario for the review engine


OpenHands

Summary: Public-surface review of OpenHands

The link to 'Pricing' is present in the homepage navigation.

The homepage includes a link to 'Docs' and a button to 'Try it live'.

"Native integrations with GitHub, GitLab, CI/CD, Slack, and ticketing tools."


Open Interpreter

Summary: Public-surface review of Open Interpreter

Think freely. The desktop app for AI power users. Let agents edit files, control apps, and learn new skills.

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.


OpenOwl

Summary: Differentiated MCP desktop automation concept in early stage. Thin public surface limits T1 scoring confidence — T2 expected 15-20pts higher.


OpenRouter

Summary: Public-surface review of OpenRouter

The homepage states, "The Unified Interface For LLMs" and highlights features like "Better prices, better uptime, no subscriptions."

The documentation is accessible without login at the URL https://openrouter.ai/docs/quickstart.

Custom Data Policies Protect your organization with fine grained data policies.


OpenRouter Models

Summary: Public-surface review of OpenRouter Models

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.

The link to 'Pricing' is accessible directly from the homepage.

The documentation is accessible without login at https://openrouter.ai/docs/quickstart.

"Data Policy-Based Routing" and "Managed Policy Enforcement" are mentioned in the pricing section.


Optimizely Opal

Summary: Public-surface review of Optimizely Opal

AI-powered digital experiences that turn heads

The link to the pricing page is labeled 'Plans & pricing' and is accessible directly from the homepage.

The documentation is accessible without login at the URL: https://www.optimizely.com/developers/

Optimizely products integrate with all your favorite apps and tools to work just the way you need it to work.


Orange Slice

Summary: Public-surface review of Orange Slice

The link to the Pricing page is directly accessible from the homepage.


Otter.ai

Summary: Public-surface review of Otter.ai

"Your AI notetaker is now also your Conversational Knowledge Engine"

The 'Pricing' link is available directly on the homepage.

Countless integrations automatically connect your meetings to tools like Slack, Zoom, Salesforce, Google Drive, and many others.

"Otter is built with the security, governance, and compliance controls enterprises expect."


Outreach

Summary: Public-surface review of Outreach

Outreach is the only revenue orchestration platform for prospecting, managing deals, forecasting, coaching, and expanding accounts — all in one agentic AI platform.

The link to 'Pricing' is directly available on the homepage.

Enterprise-grade encryption, SSO, and role-based access controls built to secure the most sensitive revenue data.


Outset AI

Summary: Public-surface review of Outset AI

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…

The link to 'Pricing' is present on the homepage.

Outset is SOC 2 Type II certified, GDPR compliant, and HIPAA compliant.


ovren

Explanation: Dual-role FE+BE agents delivering reviewable PRs is highly differentiated vs IDE copilots; PH Apr 16 launch.

Explanation: GitHub auth + unconfirmed product URL limits T2 testability; PR quality claim unverifiable.

Explanation: Developer-focused product likely has solid UX but GitHub-only access narrows appeal.

Explanation: Pricing unknown — unclear if there's a free tier or trial, which is a red flag for adoption.

Confirm real product URL (ovren.com or ovren.dev, not PH placeholder)

The URL provided is for www.producthunt.com, which is a placeholder, not the actual product URL.

GitHub auth flow and repo connection process documented

PR output quality shown in public demo or screenshots

FE vs BE agent scope (what tasks each handles) documented publicly

Private repo support on free/trial tier documented


panorama

Explanation: Passive intelligence angle is genuinely differentiated — most automation tools require manual mapping first.

Explanation: Actual URL is PH placeholder; real product URL unconfirmed, raising concerns about delivery.

Explanation: 362 PH upvotes suggest reasonable UX; team-view differentiator adds craftsmanship.

Explanation: Free tier confirmed but paid pricing unknown — partial transparency.

Confirm actual product URL (not PH placeholder)

This website uses a security service to protect against malicious bots.

Login/signup flow documented with free tier accessible

Passive observation feature explained publicly without login

Team collaboration view shown in screenshots or demo

Google Workspace + Slack integrations documented

One-click workflow activation feature visible in public materials


Paradigm

Summary: Public-surface review of Paradigm

Homepage publicly accessible and value proposition clearly stated

Paradigm is an AI-first workspace that enables fast, accurate research in spreadsheets.

Pricing page discoverable in 2 clicks from homepage

The homepage contains a link labeled 'Pricing' that can be clicked to access the pricing page.

Documentation or live demo accessible without login

Reference our documentation or contact us at support@paradigmai.com.

Integration list or supported frameworks documented

"Engage with our diversified set of data providers or integrate with your own stack."

Authentication / data handling claims publicly stated

"Enterprise-grade security... prioritizing compliance with the highest industry standards."


Pensieve

Summary: Pensieve should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.

Homepage loads without login and value proposition is visible

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."

Primary agent capability is stated in concrete, testable terms

Pensieve builds a structured knowledge graph of every person, project, decision, and customer, then distils it into curated domains, briefs, and mapped relationships.

Pricing or free/trial path is publicly discoverable

Free during beta · No credit card required

Core workflow can be inspected from public docs, demo, templates, or repository

Trust, privacy, or data-handling claims are findable from public navigation

Every AI action logged, every document versioned, every access controlled.

Competitor/differentiation claim is specific enough to verify

Others connect to your data. Pensieve understands your business.

Public surface exposes at least one realistic scenario for the review engine

"Write briefs, plans, and analyses with an AI copilot that already knows your team, customers, and strategy."


Perplexity

Summary: AI-powered answer engine with cited sources. Public no-login basic queries. Pro tier for advanced reasoning models.

Verify the Perplexity homepage loads with a search input field visible without requiring sign-in

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.

Verify the rendered answer includes at least one numbered citation link or source reference

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.

The corpus does not provide relevant content regarding the follow-up question feature.

Verify a pricing or pro plan page is reachable from navigation and lists at least one paid plan

The homepage does not contain any links to a pricing or pro plan page.


Perplexity API

Summary: Public-surface review of Perplexity API

Homepage publicly accessible and value proposition clearly stated

Power your products with unparalleled real-time, web-wide research and Q&A capabilities.

Pricing page discoverable in 2 clicks from homepage

"Pricing" is listed as a link on the homepage.

Documentation or live demo accessible without login

"Getting started is simple and fast—make your first API call within minutes."

Integration list or supported frameworks documented

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.

Authentication / data handling claims publicly stated

"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…


Perplexity Shopping

Summary: Public-surface review of Perplexity Shopping

The homepage does not clearly state a value proposition and requires a sign-in to access further content.

The homepage does not contain a link to the pricing page, making it impossible to discover in 2 clicks.

The homepage only provides a 'Sign In' button, indicating that login is required to access content.


Persado

Summary: Public-surface review of Persado

"Persado supercharges marketing campaigns in regulated industries with specialized AI, deep industry expertise and systemic learning."

"Deploy Channels: Email — Salesforce MC, SMS — Braze, Web — Adobe Target, Push — Braze"

"Regulatory validation is embedded in generation, not bolted on after. Content clears legal the first time — across 20+ financial services frameworks."


Phind

Summary: Public-surface review of Phind

The homepage returned a 404: NOT_FOUND error.

This deployment cannot be found. For more information and troubleshooting, see our documentation.


Phoenix (Arize)

Summary: Public-surface review of Phoenix (Arize)

"Arize Phoenix: Open-source LLM tracing and evaluation"

The link to 'Pricing' is available directly on the homepage.

The homepage includes links to 'Docs' and 'Release Notes' which are accessible without login.

The integrations section lists multiple supported frameworks including 'LlamaIndex', 'Langchain', 'OpenAI', 'Mistral', 'Google Vertex', 'DSPy', 'AWS Bedrock', 'Guardrails AI', 'Haystack', and 'CrewAI…


Pika

Summary: Public-surface review of Pika


Pinecone

Summary: Public-surface review of Pinecone

"The vector database to build knowledgeable AI | Pinecone"

"Pricing" is a link directly accessible from the homepage.

The homepage includes a link to 'Docs' which suggests that documentation is accessible without login.

"Use Pinecone with your favorite cloud provider, data sources, models, frameworks, and more."

"Pinecone does not need SSH, VPN, or inbound network access to operate the system."


Pipedream

Summary: Public-surface review of Pipedream

Prompt, run, and deploy AI agents in seconds

"Pricing" is listed as a link on the homepage.

"MCP demo" and "SDK playground" are accessible without login.

Pipedream Connect provides the end-to-end developer toolkit to add any integration to your app or agent in minutes.

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…


Pixverse

Summary: Public-surface review of Pixverse

PixVerse makes its benefits accessible to all, building a global video ecosystem that unlocks boundless imagination and creativity.

The homepage does not contain a link to the pricing page, making it impossible to access in two clicks.

PixVerse is a global AI video generation platform trusted by over 100 million creators and enterprises across 175 countries.


Plandex

Summary: Public-surface review of Plandex

An open source, terminal-based AI coding agent designed to handle large projects, large files, and large tasks.

The homepage does not contain a link to a pricing page.

The homepage includes links to a 'Privacy Policy' and 'Terms and Conditions', which may contain authentication and data handling claims.