{
  "id": "AIBD-0588",
  "title": "KYield proposes AI-supported prevention of human-caused catastrophes",
  "summary": "KYield proposes HumCat for organizational risk prevention, but the reviewed sources do not document a catastrophe that it prevented.",
  "date_observed": "2017-07-18",
  "date_basis": "source publication",
  "date_precision": "day",
  "benefit_status": "intended",
  "source_collection": "AI Opportunity Inventory",
  "source_entry": "public-bank-row-5",
  "account": "KYield announced HumCat on July 18, 2017. Its release describes a distributed AI system operating within organizational workflows and a prevention program that could be combined with insurance or catastrophe bonds. A later founder account describes risk mitigation and performance guarantees as proposed commercial features. Neither source supplies a named customer, observed avoided catastrophe, evaluation design, or quantified realized loss reduction.",
  "category": "protective response",
  "unexpected": false,
  "purpose": "HumCat is intended to detect organizational risks and prevent human-caused catastrophes.",
  "system": "HumCat, powered by the Kyield Operating System (KOS)",
  "model_version": null,
  "developer": "KYield, Inc.",
  "deployer": null,
  "location": null,
  "domain": "Organizational risk management and catastrophe prevention",
  "segment": null,
  "benefit_type": "Reduced Risk",
  "taxonomy_note": null,
  "registry_ids": {},
  "ratings": [
    {
      "group": "organizational",
      "depth": null,
      "reason": "The reviewed material does not establish the magnitude of a benefit for this group."
    },
    {
      "group": "societal",
      "depth": null,
      "reason": "The reviewed material does not establish the magnitude of a benefit for this group."
    }
  ],
  "ai_role": {
    "status": "assessed",
    "statement": "The maker describes AI filtering organizational information and detecting risk. The sources do not establish a measured prevention effect or isolate an AI contribution."
  },
  "evidence": [
    {
      "kind": "press release",
      "citation": "Kyield Releases the HumCat System for Prevention of Human-Caused Catastrophes. 2017-07-18. https://www.prnewswire.com/news-releases/kyield-releases-the-humcat-system-for-prevention-of-human-caused-catastrophes-300489916.html. Accessed October 27, 2026.",
      "title": "Kyield Releases the HumCat System for Prevention of Human-Caused Catastrophes",
      "url": "https://www.prnewswire.com/news-releases/kyield-releases-the-humcat-system-for-prevention-of-human-caused-catastrophes-300489916.html",
      "date": "2017-07-18",
      "written_by": "makers",
      "quote": null
    },
    {
      "kind": "report",
      "citation": "A 20 year trek in AI systems. 2017-11-23. https://kyieldos.com/2017/11/23/a-20-year-trek-in-ai-systems/. Accessed October 27, 2026.",
      "title": "A 20 year trek in AI systems",
      "url": "https://kyieldos.com/2017/11/23/a-20-year-trek-in-ai-systems/",
      "date": "2017-11-23",
      "written_by": "makers",
      "quote": null
    }
  ],
  "replication": {
    "produced_by": [
      "KYield describes a distributed AI system operating within organizational workflows."
    ],
    "must_hold": [
      "A prevention claim requires a documented intervention, a credible counterfactual, and independently reviewable evidence."
    ],
    "echoes": []
  },
  "paired_incident": null,
  "headline": "HumCat proposes AI support for catastrophe prevention",
  "metric": null,
  "comparator": null,
  "later": {
    "status": "unknown",
    "date": null,
    "note": "Subsequent deployment and benefit outcomes have not been established by the reviewed sources.",
    "quote": null,
    "url": null
  },
  "value": null,
  "developer_country": "United States",
  "deployer_country": null,
  "unrated_because": "The reviewed sources do not support a numerical benefit-depth assessment.",
  "brief_notes": null,
  "brief": null,
  "revisions": [
    {
      "date": "2026-10-27",
      "change": "Added the case from reviewed public sources, with source lineage and limits on benefit claims.",
      "source": "https://www.prnewswire.com/news-releases/kyield-releases-the-humcat-system-for-prevention-of-human-caused-catastrophes-300489916.html",
      "editor": "AIBD"
    }
  ],
  "confidence": "claimed",
  "shade": "low",
  "claim_status": "The makers' claim",
  "claim_basis": "Sources: the makers' report and the makers' press release. The cited evidence includes no independent source and no finding by a regulator or court.",
  "profile": {
    "case_id": "AIBD-0588",
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        "collection_id": "aibd",
        "version": "2026-10-25"
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      }
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            "interpretation": "This label describes the supporting sources; it does not establish a beneficial causal effect.",
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              "Product announcement is not evidence of successful deployment.",
              "Historical disaster losses cannot be entered as avoided losses or value created by HumCat.",
              "Claims about actuarial confirmation describe the proposed process, not a reviewed completed evaluation."
            ]
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                "group": "societal",
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              }
            ]
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            "answer": "Intended benefits. The depths describe their intended extent.",
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        "state": "not_assessed",
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                      "Release dated July 18, 2017; opening paragraphs; Key benefits of the HumCat product line; About Kyield."
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                      "Founder describes the proposed HumCat prevention and risk-financing model."
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                      "Section HumCat (Prevention of Human Caused Catastrophes)."
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                ]
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            ]
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "review_state": "reviewed",
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      "replication.attempts[]": {
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            "review_scope": "Read the original public accounts and relevant supporting materials; source originality and source independence are assessed separately. No independent benefit evaluation is established.",
            "access_limitations": [
              "The original product link https://www.kyield.com/technology/humcat.html was inaccessible through the web tool and direct HTTPS retrieval failed because its TLS certificate had expired."
            ],
            "chronology_source": {
              "url": "https://www.prnewswire.com/news-releases/kyield-releases-the-humcat-system-for-prevention-of-human-caused-catastrophes-300489916.html",
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        "value": {
          "kind": "text",
          "text": "HumCat, powered by the Kyield Operating System (KOS)"
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      "taxonomy_crosswalks[]": {
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        "review_state": "not_assessed",
        "coverage": "partial"
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      "title": {
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        "value": {
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        },
        "review_state": "reviewed",
        "coverage": "complete"
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      "workflow": {
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        "value": {
          "kind": "record_fields",
          "fields": {
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            "replication": {
              "produced_by": [
                "KYield describes a distributed AI system operating within organizational workflows."
              ],
              "must_hold": [
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              "echoes": []
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        "provenance": {
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          "record_fields": [
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        },
        "review_state": "record_mapped",
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    },
    "summary": {
      "total": 91,
      "addressed": 91,
      "known": 34,
      "reviewed": 19,
      "reviewed_complete": 18,
      "reviewed_partial": 1,
      "record_mapped": 15,
      "review_not_assessed": 57,
      "not_assessed": 57,
      "complete": false,
      "by_state": {
        "value_present": 34,
        "not_reported": 0,
        "unresolved": 0,
        "not_assessed": 57,
        "not_applicable": 0,
        "withheld": 0,
        "source_unavailable": 0
      }
    }
  }
}