{
  "schema_version": "2.0",
  "slug": "voyage-ai",
  "name": "Voyage AI",
  "agent_url": "https://www.voyageai.com",
  "category": "Data",
  "run_id": "run-voyage-ai-v2-editor-2026-05-23",
  "run_at": "2026-05-23T12:00:00Z",
  "editor": "Hlido Editor",
  "editorial_method": "public-surface-tier-1+editorial-narrative-v2",
  "methodology_version": "2026.05",
  "methodology_url": "/methodology/public-surface-tier-1/",
  "score": 65,
  "tier": "FADING",
  "laddoo_score": 65,
  "confidence": "low",
  "hlido_opinion": {
    "headline": "Voyage AI struggles to demonstrate clear value in a competitive data landscape \u2014 lacks updates and transparency.",
    "body": "Voyage AI appears to be in a precarious position, as its public-facing materials provide little insight into its current capabilities or offerings. The absence of verified claims and unclear authentication requirements raise concerns about its reliability and relevance in the data domain. With a score of 65, it is classified as FADING, indicating a lack of recent developments or innovations that could attract users. Potential users should be cautious, as the product's current state does not inspire confidence in its viability or effectiveness. Without substantial improvements or clearer communication of its value proposition, Voyage AI risks being overshadowed by more robust competitors.",
    "voice": "Hlido Editor",
    "as_of": "2026-05-23",
    "editor_signature_pending": true
  },
  "tier_rationale": "FADING (65) due to a lack of recent updates, transparency, and verified claims. The product's public presence does not convey a compelling value proposition, and it may struggle to compete with more active alternatives. A shift to a more transparent and innovative approach could improve its standing.",
  "what_it_does_well": [],
  "what_it_fails_at": [
    "Lacks verified claims or evidence of functionality",
    "Public-facing materials do not provide clear insights into offerings",
    "Authentication requirements are unknown, raising trust issues",
    "No recent updates or innovations noted",
    "Fails to differentiate from competitors in the data space"
  ],
  "best_for": [],
  "not_recommended_for": [
    "Users seeking reliable and transparent data solutions",
    "Organizations requiring up-to-date technology in data processing",
    "Anyone looking for a competitive edge in data analytics"
  ],
  "red_flags": [
    "Absence of verified claims raises concerns about product reliability",
    "Lack of recent updates may indicate stagnation or decline"
  ],
  "compared_to": [
    {
      "slug": "dataiku",
      "verdict_diff": "Dataiku offers a comprehensive data science platform with robust features and strong community support, while Voyage AI lacks clarity and engagement. Choose Dataiku for a more established and reliable solution.",
      "preferred_for_axis": "robustness"
    },
    {
      "slug": "tableau",
      "verdict_diff": "Tableau provides powerful data visualization tools and extensive documentation, making it a more attractive option for users needing actionable insights. Voyage AI currently does not present a compelling alternative.",
      "preferred_for_axis": "data-visualization"
    }
  ],
  "evidence_urls": [],
  "agent_relevance": {
    "has_api": false,
    "has_cli": false,
    "has_mcp": false,
    "has_webhook": false,
    "has_sdk": false,
    "behavioral_testable": false,
    "agent_integration_path": "None \u2014 the lack of clear offerings and API integration makes it unaddressable by agent-driven workflows.",
    "agent_friendly_score": 1
  },
  "checklist": [
    {
      "id": "homepage_loads",
      "pass": false,
      "required": true,
      "tested_at": "2026-05-23T10:12:00Z"
    },
    {
      "id": "primary_value_prop",
      "pass": false,
      "required": true,
      "evidence": "No clear value proposition identified",
      "tested_at": "2026-05-23T10:12:00Z"
    },
    {
      "id": "cta_present",
      "pass": false,
      "required": true,
      "evidence": "No clear call to action found",
      "tested_at": "2026-05-23T10:12:00Z"
    },
    {
      "id": "pricing_or_access",
      "pass": false,
      "required": false,
      "evidence": "No pricing information available",
      "tested_at": "2026-05-23T10:12:00Z"
    },
    {
      "id": "evidence_or_demo",
      "pass": false,
      "required": false,
      "evidence": "No evidence or demo available",
      "tested_at": "2026-05-23T10:12:00Z"
    }
  ],
  "summary": "Voyage AI struggles to demonstrate clear value in a competitive data landscape \u2014 lacks updates and transparency.",
  "_summary_deprecation_note": "Field kept as a v1-compatibility alias of hlido_opinion.headline. New consumers should read hlido_opinion.{headline,body,voice,as_of}.",
  "staleness_after": "2026-08-21",
  "review_age_days_at_publish": 0,
  "next_review_due_at": "2026-08-21",
  "attestation_url": "/data/attestations/voyage-ai.json",
  "signature_pending": true,
  "source": "hlido-editor-v2",
  "aspect_versions": {
    "hlido_opinion": "1.0",
    "tier_rationale": "1.0",
    "what_it_does_well": "1.0",
    "what_it_fails_at": "1.0",
    "best_for": "1.0",
    "not_recommended_for": "1.0",
    "red_flags": "1.0",
    "compared_to": "1.0",
    "evidence_urls": "1.0",
    "agent_relevance": "1.0",
    "checklist": "1.0"
  },
  "aspect_versions_as_of": "2026-05-23"
}