AI Output Filtering

{
  "id": "output-filtering",
  "wikiId": "E595",
  "path": "/knowledge-base/responses/output-filtering/",
  "filePath": "knowledge-base/responses/output-filtering.mdx",
  "title": "AI Output Filtering",
  "quality": 63,
  "readerImportance": 62.5,
  "researchImportance": 47.5,
  "tacticalValue": null,
  "contentFormat": "article",
  "causalLevel": null,
  "lastUpdated": "2026-01-28",
  "dateCreated": "2026-02-15",
  "summary": "Comprehensive analysis of AI output filtering showing detection rates of 70-98% depending on content type, with 100% of models vulnerable to jailbreaks per UK AISI testing, though Anthropic's Constitutional Classifiers blocked 95.6% of attacks. Concludes filtering provides marginal safety benefits for catastrophic risk while imposing capability taxes through 2-15% false positive rates.",
  "description": "Output filtering screens AI outputs through classifiers before delivery to users.",
  "ratings": {
    "novelty": 4.5,
    "rigor": 7,
    "completeness": 7.5,
    "actionability": 6.5
  },
  "category": "responses",
  "subcategory": "alignment-deployment",
  "clusters": [
    "ai-safety",
    "governance"
  ],
  "metrics": {
    "wordCount": 2578,
    "tableCount": 18,
    "diagramCount": 1,
    "internalLinks": 2,
    "externalLinks": 61,
    "footnoteCount": 0,
    "bulletRatio": 0.09,
    "sectionCount": 28,
    "hasOverview": true,
    "structuralScore": 14
  },
  "suggestedQuality": 93,
  "updateFrequency": 21,
  "evergreen": true,
  "wordCount": 2578,
  "unconvertedLinks": [
    {
      "text": "Robust against red-teaming",
      "url": "https://www.anthropic.com/research/constitutional-classifiers",
      "resourceId": "ce3ac91af6150e19",
      "resourceTitle": "Constitutional Classifiers: Defending Against Universal Jailbreaks"
    },
    {
      "text": "Anthropic Constitutional Classifiers",
      "url": "https://www.anthropic.com/research/constitutional-classifiers",
      "resourceId": "ce3ac91af6150e19",
      "resourceTitle": "Constitutional Classifiers: Defending Against Universal Jailbreaks"
    },
    {
      "text": "JailbreakBench",
      "url": "https://jailbreakbench.github.io/",
      "resourceId": "f302ae7c0bac3d3f",
      "resourceTitle": "JailbreakBench: LLM robustness benchmark"
    },
    {
      "text": "4.4%",
      "url": "https://www.anthropic.com/research/constitutional-classifiers",
      "resourceId": "ce3ac91af6150e19",
      "resourceTitle": "Constitutional Classifiers: Defending Against Universal Jailbreaks"
    },
    {
      "text": "100% vulnerable",
      "url": "https://www.aisi.gov.uk/blog/5-key-findings-from-our-first-frontier-ai-trends-report",
      "resourceId": "8a9de448c7130623",
      "resourceTitle": "nearly 5x more likely"
    },
    {
      "text": "found universal jailbreaks in every system they tested",
      "url": "https://www.aisi.gov.uk/blog/5-key-findings-from-our-first-frontier-ai-trends-report",
      "resourceId": "8a9de448c7130623",
      "resourceTitle": "nearly 5x more likely"
    },
    {
      "text": "100% of models jailbroken",
      "url": "https://www.aisi.gov.uk/blog/5-key-findings-from-our-first-frontier-ai-trends-report",
      "resourceId": "8a9de448c7130623",
      "resourceTitle": "nearly 5x more likely"
    },
    {
      "text": "40x time increase",
      "url": "https://www.aisi.gov.uk/blog/5-key-findings-from-our-first-frontier-ai-trends-report",
      "resourceId": "8a9de448c7130623",
      "resourceTitle": "nearly 5x more likely"
    },
    {
      "text": "found universal jailbreaks in every system they tested",
      "url": "https://www.aisi.gov.uk/blog/5-key-findings-from-our-first-frontier-ai-trends-report",
      "resourceId": "8a9de448c7130623",
      "resourceTitle": "nearly 5x more likely"
    },
    {
      "text": "safeguards can be routinely circumvented",
      "url": "https://www.aisi.gov.uk/blog/pre-deployment-evaluation-of-anthropics-upgraded-claude-3-5-sonnet",
      "resourceId": "fcd447df4800db2e",
      "resourceTitle": "November 2024 joint evaluation of Claude 3.5 Sonnet"
    },
    {
      "text": "blocked 95.6% of jailbreak attempts",
      "url": "https://www.anthropic.com/research/constitutional-classifiers",
      "resourceId": "ce3ac91af6150e19",
      "resourceTitle": "Constitutional Classifiers: Defending Against Universal Jailbreaks"
    },
    {
      "text": "40x improvement in discovery time",
      "url": "https://www.aisi.gov.uk/blog/5-key-findings-from-our-first-frontier-ai-trends-report",
      "resourceId": "8a9de448c7130623",
      "resourceTitle": "nearly 5x more likely"
    },
    {
      "text": "Constitutional Classifiers",
      "url": "https://www.anthropic.com/research/constitutional-classifiers",
      "resourceId": "ce3ac91af6150e19",
      "resourceTitle": "Constitutional Classifiers: Defending Against Universal Jailbreaks"
    },
    {
      "text": "Constitutional AI: Harmlessness from AI Feedback",
      "url": "https://arxiv.org/pdf/2212.08073",
      "resourceId": "b3e647be3bc180f4",
      "resourceTitle": "Anthropic Research Team, \"Constitutional AI: Harmlessness from AI Feedback,\" arXiv, December 2022"
    },
    {
      "text": "Constitutional Classifiers",
      "url": "https://www.anthropic.com/research/constitutional-classifiers",
      "resourceId": "ce3ac91af6150e19",
      "resourceTitle": "Constitutional Classifiers: Defending Against Universal Jailbreaks"
    },
    {
      "text": "Frontier AI Trends Report",
      "url": "https://www.aisi.gov.uk/frontier-ai-trends-report",
      "resourceId": "7042c7f8de04ccb1",
      "resourceTitle": "AISI Frontier AI Trends"
    },
    {
      "text": "Leaderboard",
      "url": "https://jailbreakbench.github.io/",
      "resourceId": "f302ae7c0bac3d3f",
      "resourceTitle": "JailbreakBench: LLM robustness benchmark"
    },
    {
      "text": "UK AISI Evaluation Approach",
      "url": "https://www.gov.uk/government/publications/ai-safety-institute-approach-to-evaluations/ai-safety-institute-approach-to-evaluations",
      "resourceId": "533b576199ec323d",
      "resourceTitle": "UK AI Safety Institute"
    },
    {
      "text": "AISI Claude 3.5 Evaluation",
      "url": "https://www.aisi.gov.uk/blog/pre-deployment-evaluation-of-anthropics-upgraded-claude-3-5-sonnet",
      "resourceId": "fcd447df4800db2e",
      "resourceTitle": "November 2024 joint evaluation of Claude 3.5 Sonnet"
    },
    {
      "text": "100% of models vulnerable",
      "url": "https://www.aisi.gov.uk/blog/5-key-findings-from-our-first-frontier-ai-trends-report",
      "resourceId": "8a9de448c7130623",
      "resourceTitle": "nearly 5x more likely"
    },
    {
      "text": "0.38-15% over-refusal rates",
      "url": "https://www.anthropic.com/research/constitutional-classifiers",
      "resourceId": "ce3ac91af6150e19",
      "resourceTitle": "Constitutional Classifiers: Defending Against Universal Jailbreaks"
    },
    {
      "text": "40x increase in jailbreak discovery time",
      "url": "https://www.aisi.gov.uk/blog/5-key-findings-from-our-first-frontier-ai-trends-report",
      "resourceId": "8a9de448c7130623",
      "resourceTitle": "nearly 5x more likely"
    }
  ],
  "unconvertedLinkCount": 22,
  "convertedLinkCount": 0,
  "backlinkCount": 5,
  "hallucinationRisk": {
    "level": "low",
    "score": 30,
    "factors": [
      "no-citations",
      "high-rigor",
      "conceptual-content"
    ]
  },
  "entityType": "approach",
  "redundancy": {
    "maxSimilarity": 19,
    "similarPages": [
      {
        "id": "circuit-breakers",
        "title": "Circuit Breakers / Inference Interventions",
        "path": "/knowledge-base/responses/circuit-breakers/",
        "similarity": 19
      },
      {
        "id": "refusal-training",
        "title": "Refusal Training",
        "path": "/knowledge-base/responses/refusal-training/",
        "similarity": 19
      },
      {
        "id": "alignment-evals",
        "title": "Alignment Evaluations",
        "path": "/knowledge-base/responses/alignment-evals/",
        "similarity": 14
      },
      {
        "id": "tool-restrictions",
        "title": "Tool-Use Restrictions",
        "path": "/knowledge-base/responses/tool-restrictions/",
        "similarity": 14
      },
      {
        "id": "situational-awareness",
        "title": "Situational Awareness",
        "path": "/knowledge-base/capabilities/situational-awareness/",
        "similarity": 13
      }
    ]
  },
  "coverage": {
    "passing": 7,
    "total": 13,
    "targets": {
      "tables": 10,
      "diagrams": 1,
      "internalLinks": 21,
      "externalLinks": 13,
      "footnotes": 8,
      "references": 8
    },
    "actuals": {
      "tables": 18,
      "diagrams": 1,
      "internalLinks": 2,
      "externalLinks": 61,
      "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 A:6.5 C:7.5"
  },
  "readerRank": 212,
  "researchRank": 295,
  "recommendedScore": 161.31
}

No external links