{
  "schemaVersion": 1,
  "studyId": "swiss-ai-review-study-2026-08-15",
  "title": "Zieltreu KI-Pruefschleife Schweiz 2026",
  "cohortDate": "2026-08-14",
  "publicationDate": "2026-08-15",
  "sourceFiles": [
    {
      "stateId": "zieltreu-swiss-ai-audit-2026-08-14",
      "rankedAccountsSha256": "a44fe44315b65005c54ae2c5900f1b768eb0411625f342a7a2972d2159b71fd5",
      "qualityReviewSha256": "84ae5700f13c8925d36a693d4517118d3e835778e49d6ad55f84418926ef013b"
    },
    {
      "stateId": "zieltreu-swiss-ai-audit-incremental-2026-08-14",
      "rankedAccountsSha256": "a494c793420194091b0f3307805a267499e55fd7f80c4662e58181264cf77fa6",
      "qualityReviewSha256": "a161a3b2090932a3df5921a15b4afc75617a16df3f886e701a8d2101b0cd27f1"
    },
    {
      "stateId": "zieltreu-swiss-ai-audit-wave-3-2026-08-14",
      "rankedAccountsSha256": "090ec035068d4921f96aaaa2511b2338f79cd7f6e71c664a6b62592cb8a05d61",
      "qualityReviewSha256": "98513fbd5fb981920226a552abd7aa5fa5a26ef4fda8498eaae152cc879c15c9"
    }
  ],
  "cohort": {
    "selectedAccounts": 457,
    "uniqueWebsiteHosts": 457,
    "completedTriages": 454,
    "triageErrors": 3,
    "qualification": {
      "HIGH": 157,
      "MEDIUM": 219,
      "LOW": 63,
      "EXCLUDE": 15,
      "ERROR": 3
    },
    "tracks": {
      "REAL_ESTATE_FACILITY": 95,
      "ARCHITECTURE_ENGINEERING": 117,
      "OTHER_B2B": 167,
      "AGENCY_PARTNER": 47,
      "IT_CYBER_PARTNER": 27,
      "FIDUCIARY_ACCOUNTING": 4
    },
    "recommendedPaths": {
      "INBOUND_OPT_IN": 281,
      "EVENT_OR_NETWORK": 113,
      "WARM_INTRO": 27,
      "MANUAL_LEGAL_REVIEW": 26,
      "REFERRAL_PARTNER": 7,
      "": 3
    }
  },
  "qualityReview": {
    "generatedAndReviewedDossiers": 255,
    "verdicts": {
      "APPROVE": 37,
      "REVISE": 218,
      "REJECT": 0
    },
    "approvalRatePercent": 14.5,
    "revisionRatePercent": 85.5,
    "evidenceCoverage": {
      "STRONG": 187,
      "ADEQUATE": 58,
      "WEAK": 10
    },
    "legalPositioningRisk": {
      "NONE": 41,
      "LOW": 203,
      "MEDIUM": 11,
      "HIGH": 0
    },
    "outreachRisk": {
      "NONE": 195,
      "LOW": 53,
      "MEDIUM": 7,
      "HIGH": 0
    },
    "rowsWithUnsupportedClaims": 206,
    "rowsWithRequiredEdits": 218,
    "reviewScore": {
      "minimum": 69,
      "median": 89,
      "upperQuartile": 91,
      "maximum": 97
    }
  },
  "methodology": {
    "sample": "Non-representative convenience sample of public Swiss B2B company websites selected from Zieltreu discovery data.",
    "generation": "AI-assisted triage and dossier generation from already stored public company-page excerpts; no live browsing during model calls.",
    "review": "Separate GPT-5.6 critic received the stored excerpts, triage and dossier and was instructed to identify unsupported claims, source-integrity defects, legal-positioning risk and outreach risk.",
    "deterministicApprovalGate": [
      "review score at least 75",
      "evidence coverage not weak",
      "at least two proof points retained on exact supplied source URLs",
      "legal-positioning and outreach risk no higher than low",
      "zero unsupported claims",
      "zero source-integrity issues",
      "zero required edits"
    ],
    "limitations": [
      "The cohort is neither random nor representative of all Swiss companies.",
      "Public websites do not reveal complete internal workflows or actual AI use.",
      "The critic is an AI model from the same model family, not an external human or accredited auditor.",
      "Approval means the automated release gates passed; it is not legal, security, privacy, financial or certification approval.",
      "Company-level records, names, URLs and contact details are excluded from this public aggregate."
    ]
  }
}