{
  "schema_version": "2.0",
  "slug": "khanmigo",
  "name": "Khanmigo",
  "agent_url": "https://www.khanmigo.ai",
  "category": "Education",
  "run_id": "run-khanmigo-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": 53,
  "tier": "FADING",
  "laddoo_score": 53,
  "confidence": "low",
  "hlido_opinion": {
    "headline": "Khanmigo struggles to maintain relevance in the educational space \u2014 lacks clear value proposition and user engagement.",
    "body": "Khanmigo, while positioned as an educational tool, appears to be losing traction. The public surface lacks clarity on its offerings, and there is insufficient evidence of user engagement or effective learning outcomes. The absence of verified claims raises concerns about its reliability and effectiveness as a learning assistant. Compared to its competitors, Khanmigo does not stand out in terms of features or user experience. Without a compelling value proposition or clear improvements, it risks being overshadowed by more established educational tools. Users seeking robust educational support may find better alternatives.",
    "voice": "Hlido Editor",
    "as_of": "2026-05-23",
    "editor_signature_pending": true
  },
  "tier_rationale": "FADING (53) due to a lack of verified claims, unclear value proposition, and insufficient user engagement signals. The tier could improve with a clearer demonstration of effectiveness and user satisfaction metrics.",
  "what_it_does_well": [],
  "what_it_fails_at": [
    "Lacks clear value proposition and user engagement metrics",
    "No verified claims or evidence of effective learning outcomes",
    "Public surface does not differentiate from competitors",
    "Insufficient information about features and usability"
  ],
  "best_for": [],
  "not_recommended_for": [
    "Users seeking reliable educational tools with proven effectiveness",
    "Educators looking for comprehensive teaching aids",
    "Students needing engaging and interactive learning experiences"
  ],
  "red_flags": [
    "Absence of verified claims raises concerns about reliability",
    "Lack of user engagement signals indicates potential disinterest"
  ],
  "compared_to": [
    {
      "slug": "duolingo",
      "verdict_diff": "Duolingo offers a gamified, engaging learning experience with proven effectiveness. Khanmigo lacks similar engagement and clarity.",
      "preferred_for_axis": "user engagement"
    },
    {
      "slug": "khan-academy",
      "verdict_diff": "Khan Academy provides structured learning paths and verified content, while Khanmigo does not demonstrate similar robustness.",
      "preferred_for_axis": "content quality"
    }
  ],
  "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 Khanmigo does not provide any programmatic interfaces for integration.",
    "agent_friendly_score": 1
  },
  "checklist": [
    {
      "id": "homepage_loads",
      "pass": false,
      "required": true,
      "tested_at": "2026-05-23T12:00:00Z"
    },
    {
      "id": "primary_value_prop",
      "pass": false,
      "required": true,
      "evidence": "No clear primary value proposition identified",
      "tested_at": "2026-05-23T12:00:00Z"
    },
    {
      "id": "cta_present",
      "pass": false,
      "required": true,
      "evidence": "No compelling call to action found",
      "tested_at": "2026-05-23T12:00:00Z"
    },
    {
      "id": "pricing_or_access",
      "pass": false,
      "required": false,
      "evidence": "No pricing information available",
      "tested_at": "2026-05-23T12:00:00Z"
    },
    {
      "id": "evidence_or_demo",
      "pass": false,
      "required": false,
      "evidence": "No evidence or demo available",
      "tested_at": "2026-05-23T12:00:00Z"
    }
  ],
  "summary": "Khanmigo struggles to maintain relevance in the educational space \u2014 lacks clear value proposition and user engagement.",
  "_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/khanmigo.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"
}