{"schemaVersion":"ready-scan.discovery-surface.v1","id":"urn:readyscan:corpus:buyer-question:corteus-q140452188-answer-6d73ecad6c397c3ef564","key":"buyer_question:corteus-q140452188-answer-6d73ecad6c397c3ef564","kind":"buyer_question","slug":"corteus-q140452188-answer-6d73ecad6c397c3ef564","canonicalUrl":"https://directory.readyscan.ai/corpus/buyer-question/corteus-q140452188-answer-6d73ecad6c397c3ef564","machineUrl":"https://directory.readyscan.ai/discovery/corpus/buyer-question/corteus-q140452188-answer-6d73ecad6c397c3ef564.json","datePublished":"2026-10-18","dateModified":"2026-10-18","materialFingerprint":"fnv1a64:651b68b0aca45a62","membershipFingerprint":"fnv1a64:a818ae212005a5aa","relatedEntitySlugs":["corteus-q140452188"],"relatedSurfaceKeys":["buyer_question:corteus-q140452188-answer-4839f6d3bc5dc760056f","buyer_question:corteus-q140452188-answer-668040544302f71abe7f","buyer_question:corteus-q140452188-answer-c5c662e55dfa16cc7d14","evidence:corteus-q140452188"],"sourceIds":["ready-scan-subjects"],"provenance":[{"snapshotId":"corteus-q140452188-content-2a80db3b4e9d4f48-snapshot","sourceId":"ready-scan-subjects","sourceRecordId":"Q140452188","sourceRevisionId":"Q140452188:content:767b7484805a25db","sourceContentHash":"fnv1a64:94d56f13acfdc0c9","recordRevisionId":"Q140452188:content:767b7484805a25db","recordContentHash":"fnv1a64:351d1d1ade67d120","sourceCanonicalUrl":"https://corteus.com/","sourceModifiedAt":"2026-10-18T05:27:42.338Z","observedOn":"2026-10-18","permission":{"basis":"public_information","evidenceUrl":"https://corteus.com/"},"attributionUrl":"https://corteus.com/"}],"quality":{"method":"same_kind_unique_trigram_floor","minimumUniqueTrigramRatio":0.3,"status":"passed"},"title":"Why does AI in regulated industries need an audit trail?","summary":"Cited source answers across 1 active corpus record.","question":"Why does AI in regulated industries need an audit trail?","answers":[{"entitySlug":"corteus-q140452188","entityName":"Corteus","answer":"“Because the buyer is accountable for the decision, not for the draft. Regulators in insurance, securities, and health care increasingly expect firms to show which system produced an output, on what basis, who reviewed it, and what was retained.”","sourceUrls":["https://corteus.com/blog/evidence-native-regulated-operations-the-company-we-would-co-build/"]}]}