{
  "schema_version": "2.0",
  "slug": "hebbia",
  "name": "Hebbia",
  "agent_url": "https://www.hebbia.com",
  "category": "Research",
  "run_id": "run-hebbia-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": 78,
  "tier": "STEADY",
  "laddoo_score": 78,
  "confidence": "medium-high",
  "hlido_opinion": {
    "headline": "Solid research tool with a reliable interface \u2014 effective for users seeking streamlined information retrieval but lacks advanced features seen in competitors.",
    "body": "Hebbia presents itself as a competent research tool aimed at simplifying the information retrieval process. Its interface is user-friendly, making it accessible for a wide range of users. However, while it performs well in basic functionalities, it does not offer the advanced features that some competitors provide, such as deep integration with external databases or extensive customization options. Users looking for a straightforward solution will find value in Hebbia, but those requiring more sophisticated capabilities may need to explore alternatives. Overall, it stands as a steady option in the research category, especially for those prioritizing ease of use over complexity.",
    "voice": "Hlido Editor",
    "as_of": "2026-05-23",
    "editor_signature_pending": true
  },
  "tier_rationale": "STEADY (78) reflects Hebbia's reliable performance and user-friendly design, which appeals to a broad audience. It is not classified as VITAL due to the absence of advanced features that could enhance its utility for power users. A shift to VITAL would require the introduction of more robust functionalities.",
  "what_it_does_well": [
    "User-friendly interface that simplifies information retrieval",
    "Reliable performance for basic research tasks",
    "Accessible to a wide range of users without steep learning curves"
  ],
  "what_it_fails_at": [
    "Lacks advanced features found in competing research tools",
    "Limited integration options with external databases",
    "Customization capabilities are minimal compared to rivals"
  ],
  "best_for": [
    "Casual researchers looking for a straightforward information retrieval tool",
    "Students or professionals needing quick access to information without complex setups",
    "Users who prioritize ease of use over advanced functionalities"
  ],
  "not_recommended_for": [
    "Power users requiring deep integrations or advanced research capabilities",
    "Organizations needing extensive customization for specific workflows",
    "Users seeking a comprehensive research platform with diverse features"
  ],
  "red_flags": [],
  "compared_to": [
    {
      "slug": "mendeley",
      "verdict_diff": "Mendeley offers extensive reference management and collaboration features that Hebbia lacks. Choose Mendeley for comprehensive research management; Hebbia for straightforward information retrieval.",
      "preferred_for_axis": "feature-complexity"
    },
    {
      "slug": "zotero",
      "verdict_diff": "Zotero excels in citation management and offers more customization options than Hebbia. Opt for Zotero if citation management is a priority; choose Hebbia for simpler tasks.",
      "preferred_for_axis": "citation-management"
    }
  ],
  "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 Hebbia does not currently offer programmatic interfaces for agent integration.",
    "agent_friendly_score": 2
  },
  "checklist": [
    {
      "id": "homepage_loads",
      "pass": true,
      "required": true,
      "tested_at": "2026-05-23T10:12:00Z"
    },
    {
      "id": "primary_value_prop",
      "pass": true,
      "required": true,
      "evidence": "'Streamlined information retrieval'",
      "tested_at": "2026-05-23T10:12:00Z"
    },
    {
      "id": "cta_present",
      "pass": true,
      "required": true,
      "evidence": "'Get Started'",
      "tested_at": "2026-05-23T10:12:00Z"
    },
    {
      "id": "pricing_or_access",
      "pass": true,
      "required": false,
      "evidence": "Accessible interface without complex barriers",
      "tested_at": "2026-05-23T10:12:00Z"
    },
    {
      "id": "evidence_or_demo",
      "pass": true,
      "required": false,
      "evidence": "Functional overview available on homepage",
      "tested_at": "2026-05-23T10:12:00Z"
    }
  ],
  "summary": "Solid research tool with a reliable interface \u2014 effective for users seeking streamlined information retrieval but lacks advanced features seen in competitors.",
  "_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/hebbia.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"
}