Skip to content
Longterm Wiki has not been actively maintained since May 2026. Some data is still updated occasionally, but please don't rely on this site being current or accurate.
Longterm Wiki

Deepfake Detection

deepfake-detectionapproachPath: /knowledge-base/responses/deepfake-detection/
E591Entity ID (EID)
← Back to page9 backlinksQuality: 91Updated: 2026-01-30
Page Recorddatabase.json — merged from MDX frontmatter + Entity YAML + computed metrics at build time
{
  "id": "deepfake-detection",
  "wikiId": "E591",
  "path": "/knowledge-base/responses/deepfake-detection/",
  "filePath": "knowledge-base/responses/deepfake-detection.mdx",
  "title": "Deepfake Detection",
  "quality": 91,
  "readerImportance": 21.5,
  "researchImportance": 35.5,
  "tacticalValue": null,
  "contentFormat": "article",
  "causalLevel": null,
  "lastUpdated": "2026-01-30",
  "dateCreated": "2026-02-15",
  "summary": "Comprehensive analysis of deepfake detection showing best commercial detectors achieve 78-87% in-the-wild accuracy vs 96%+ in controlled settings, with Deepfake-Eval-2024 benchmark revealing 45-50% performance drops on real-world content. Human detection averages 55.5% (meta-analysis of 56 papers). Market size \\$114M-1.5B (2024) growing at 35-48% CAGR. DARPA SemaFor concluded 2024; C2PA content authentication becoming ISO standard 2025. Detection lags generation by 6-18 months, making complementary authentication and literacy approaches essential.",
  "description": "Technical detection of AI-generated synthetic media faces fundamental limitations.",
  "ratings": {
    "novelty": 4.5,
    "rigor": 7.5,
    "completeness": 8,
    "actionability": 6.5
  },
  "category": "responses",
  "subcategory": "epistemic-approaches",
  "clusters": [
    "ai-safety",
    "epistemics"
  ],
  "metrics": {
    "wordCount": 2877,
    "tableCount": 16,
    "diagramCount": 1,
    "internalLinks": 5,
    "externalLinks": 70,
    "footnoteCount": 0,
    "bulletRatio": 0.15,
    "sectionCount": 35,
    "hasOverview": true,
    "structuralScore": 15
  },
  "suggestedQuality": 100,
  "updateFrequency": 45,
  "evergreen": true,
  "wordCount": 2877,
  "unconvertedLinks": [
    {
      "text": "55.5%",
      "url": "https://www.sciencedirect.com/science/article/pii/S2451958824001714",
      "resourceId": "5c1ad27ec9acc6f4",
      "resourceTitle": "Human performance in detecting deepfakes: A systematic review and meta-analysis"
    },
    {
      "text": "\\$500K average per incident",
      "url": "https://deepstrike.io/blog/deepfake-statistics-2025",
      "resourceId": "d786af9f7b112dc6",
      "resourceTitle": "Deepfake Statistics 2025 – Deepstrike"
    },
    {
      "text": "average cost of \\$500,000 per incident",
      "url": "https://deepstrike.io/blog/deepfake-statistics-2025",
      "resourceId": "d786af9f7b112dc6",
      "resourceTitle": "Deepfake Statistics 2025 – Deepstrike"
    },
    {
      "text": "meta-analysis of 56 papers",
      "url": "https://www.sciencedirect.com/science/article/pii/S2451958824001714",
      "resourceId": "5c1ad27ec9acc6f4",
      "resourceTitle": "Human performance in detecting deepfakes: A systematic review and meta-analysis"
    },
    {
      "text": "Meta-analysis (2024)",
      "url": "https://www.sciencedirect.com/science/article/pii/S2451958824001714",
      "resourceId": "5c1ad27ec9acc6f4",
      "resourceTitle": "Human performance in detecting deepfakes: A systematic review and meta-analysis"
    },
    {
      "text": "Sensity AI",
      "url": "https://sensity.ai/",
      "resourceId": "0a901d7448c20a29",
      "resourceTitle": "Sensity AI: Deepfake analysis"
    },
    {
      "text": "Reality Defender",
      "url": "https://www.realitydefender.com/",
      "resourceId": "8bf96066c85e975b",
      "resourceTitle": "Reality Defender - Deepfake Detection Platform"
    },
    {
      "text": "Coalition for Content Provenance and Authenticity (C2PA)",
      "url": "https://c2pa.org/",
      "resourceId": "ff89bed1f7960ab2",
      "resourceTitle": "C2PA Explainer Videos"
    },
    {
      "text": "About this image",
      "url": "https://blog.google/technology/ai/google-gen-ai-content-transparency-c2pa/",
      "resourceId": "65e0dc3fa94950bb",
      "resourceTitle": "Google collaborated on C2PA version 2.1"
    },
    {
      "text": "Google joined C2PA Steering Committee",
      "url": "https://blog.google/technology/ai/google-gen-ai-content-transparency-c2pa/",
      "resourceId": "65e0dc3fa94950bb",
      "resourceTitle": "Google collaborated on C2PA version 2.1"
    },
    {
      "text": "NSA/CISA published Content Credentials guidance",
      "url": "https://media.defense.gov/2025/Jan/29/2003634788/-1/-1/0/CSI-CONTENT-CREDENTIALS.PDF",
      "resourceId": "50ddf0138c02a04f",
      "resourceTitle": "Content Credentials guidance"
    },
    {
      "text": "Human Detection Meta-Analysis (2024)",
      "url": "https://www.sciencedirect.com/science/article/pii/S2451958824001714",
      "resourceId": "5c1ad27ec9acc6f4",
      "resourceTitle": "Human performance in detecting deepfakes: A systematic review and meta-analysis"
    },
    {
      "text": "NSA/CISA Content Credentials Guidance",
      "url": "https://media.defense.gov/2025/Jan/29/2003634788/-1/-1/0/CSI-CONTENT-CREDENTIALS.PDF",
      "resourceId": "50ddf0138c02a04f",
      "resourceTitle": "Content Credentials guidance"
    },
    {
      "text": "C2PA Specification",
      "url": "https://c2pa.org/",
      "resourceId": "ff89bed1f7960ab2",
      "resourceTitle": "C2PA Explainer Videos"
    },
    {
      "text": "Google C2PA Integration",
      "url": "https://blog.google/technology/ai/google-gen-ai-content-transparency-c2pa/",
      "resourceId": "65e0dc3fa94950bb",
      "resourceTitle": "Google collaborated on C2PA version 2.1"
    },
    {
      "text": "Deepstrike Statistics 2025",
      "url": "https://deepstrike.io/blog/deepfake-statistics-2025",
      "resourceId": "d786af9f7b112dc6",
      "resourceTitle": "Deepfake Statistics 2025 – Deepstrike"
    }
  ],
  "unconvertedLinkCount": 16,
  "convertedLinkCount": 0,
  "backlinkCount": 9,
  "hallucinationRisk": {
    "level": "low",
    "score": 25,
    "factors": [
      "no-citations",
      "high-rigor",
      "conceptual-content",
      "high-quality"
    ]
  },
  "entityType": "approach",
  "redundancy": {
    "maxSimilarity": 16,
    "similarPages": [
      {
        "id": "epistemic-security",
        "title": "AI-Era Epistemic Security",
        "path": "/knowledge-base/responses/epistemic-security/",
        "similarity": 16
      },
      {
        "id": "content-authentication",
        "title": "AI Content Authentication",
        "path": "/knowledge-base/responses/content-authentication/",
        "similarity": 15
      },
      {
        "id": "disinformation",
        "title": "Disinformation",
        "path": "/knowledge-base/risks/disinformation/",
        "similarity": 15
      },
      {
        "id": "deepfakes-authentication-crisis",
        "title": "Deepfakes Authentication Crisis Model",
        "path": "/knowledge-base/models/deepfakes-authentication-crisis/",
        "similarity": 14
      },
      {
        "id": "authentication-collapse",
        "title": "Authentication Collapse",
        "path": "/knowledge-base/risks/authentication-collapse/",
        "similarity": 14
      }
    ]
  },
  "coverage": {
    "passing": 7,
    "total": 13,
    "targets": {
      "tables": 12,
      "diagrams": 1,
      "internalLinks": 23,
      "externalLinks": 14,
      "footnotes": 9,
      "references": 9
    },
    "actuals": {
      "tables": 16,
      "diagrams": 1,
      "internalLinks": 5,
      "externalLinks": 70,
      "footnotes": 0,
      "references": 7,
      "quotesWithQuotes": 0,
      "quotesTotal": 0,
      "accuracyChecked": 0,
      "accuracyTotal": 0
    },
    "items": {
      "summary": "green",
      "schedule": "green",
      "entity": "green",
      "editHistory": "red",
      "overview": "green",
      "tables": "green",
      "diagrams": "green",
      "internalLinks": "amber",
      "externalLinks": "green",
      "footnotes": "red",
      "references": "amber",
      "quotes": "red",
      "accuracy": "red"
    },
    "ratingsString": "N:4.5 R:7.5 A:6.5 C:8"
  },
  "readerRank": 508,
  "researchRank": 371,
  "recommendedScore": 196.89
}
External Links
{
  "wikipedia": "https://en.wikipedia.org/wiki/Deepfake#Detection",
  "grokipedia": "https://grokipedia.com/page/Deepfake"
}
Backlinks (9)
idtitletyperelationship
fraud-sophistication-curveFraud Sophistication Curve Modelanalysis—
epistemic-tools-approaches-overviewApproaches (Overview)concept—
authentication-collapseAuthentication Collapserisk—
cyber-psychosisAI-Induced Cyber Psychosisrisk—
disinformationDisinformationrisk—
fraudAI-Powered Fraudrisk—
historical-revisionismHistorical Revisionismrisk—
legal-evidence-crisisAI-Driven Legal Evidence Crisisrisk—
trust-declineAI-Driven Trust Declinerisk—