{"schemaVersion":"ready-scan.discovery-surface.v1","id":"urn:readyscan:corpus:buyer-question:regenold-gmbh-q140571087-answer-a226a9a6037046c1549a","key":"buyer_question:regenold-gmbh-q140571087-answer-a226a9a6037046c1549a","kind":"buyer_question","slug":"regenold-gmbh-q140571087-answer-a226a9a6037046c1549a","canonicalUrl":"https://directory.readyscan.ai/corpus/buyer-question/regenold-gmbh-q140571087-answer-a226a9a6037046c1549a","machineUrl":"https://directory.readyscan.ai/discovery/corpus/buyer-question/regenold-gmbh-q140571087-answer-a226a9a6037046c1549a.json","datePublished":"2026-10-26","dateModified":"2026-10-26","materialFingerprint":"fnv1a64:431e9c8242a0c82e","membershipFingerprint":"fnv1a64:ebfa9a6744ac32d8","relatedEntitySlugs":["regenold-gmbh-q140571087"],"relatedSurfaceKeys":["buyer_question:regenold-gmbh-q140571087-answer-37a711685e2365c3a89f","buyer_question:regenold-gmbh-q140571087-answer-37f1dca73a0e057e757e","buyer_question:regenold-gmbh-q140571087-answer-4591d5048634f515fd4b","buyer_question:regenold-gmbh-q140571087-answer-498842324866f417c390","buyer_question:regenold-gmbh-q140571087-answer-4b02d27790070848d2d9","buyer_question:regenold-gmbh-q140571087-answer-4ee5241047a65dad957c","buyer_question:regenold-gmbh-q140571087-answer-518e5a634038e207425b","buyer_question:regenold-gmbh-q140571087-answer-58e1a9f02c93d9d42247","buyer_question:regenold-gmbh-q140571087-answer-6d349f787f5c4fa379d6","buyer_question:regenold-gmbh-q140571087-answer-9aed178f2fe661510ed2","buyer_question:regenold-gmbh-q140571087-answer-9eae8d071e1ec8a20afa","buyer_question:regenold-gmbh-q140571087-answer-ad0e76bb92db40823d71","buyer_question:regenold-gmbh-q140571087-answer-ddcfce807ca92b72ecfd","buyer_question:regenold-gmbh-q140571087-answer-e1389031ab82135145ac","buyer_question:regenold-gmbh-q140571087-answer-ec6f98f6761598e4f43e","buyer_question:regenold-gmbh-q140571087-answer-f284b044f7926ab6dbda","buyer_question:regenold-gmbh-q140571087-answer-f34785f5ae19196605b7","evidence:regenold-gmbh-q140571087"],"sourceIds":["ready-scan-subjects"],"provenance":[{"snapshotId":"regenold-gmbh-q140571087-content-616544846ed4eda7-snapshot","sourceId":"ready-scan-subjects","sourceRecordId":"Q140571087","sourceRevisionId":"Q140571087:content:42d5154a2e8358d1","sourceContentHash":"fnv1a64:88817713b3e21398","recordRevisionId":"Q140571087:content:42d5154a2e8358d1","recordContentHash":"fnv1a64:03e35b32ff7e009f","sourceCanonicalUrl":"https://regenold.com/","sourceModifiedAt":"2026-10-26T12:36:16.052Z","observedOn":"2026-10-26","permission":{"basis":"public_information","evidenceUrl":"https://regenold.com/"},"attributionUrl":"https://regenold.com/"}],"quality":{"method":"same_kind_unique_trigram_floor","minimumUniqueTrigramRatio":0.3,"status":"passed"},"title":"How do we qualify a vendor AI tool?","summary":"Cited source answers across 1 active corpus record.","question":"How do we qualify a vendor AI tool?","answers":[{"entitySlug":"regenold-gmbh-q140571087","entityName":"regenold GmbH","answer":"“Start with due diligence on the vendor's training data, model evidence, and update practices. Review documentation and contracts. Classify the tool's risk. Make sure you can demonstrate control over updates, performance monitoring, and bias. The depth of qualification depends on the GxP impact of the tool's output.”","sourceUrls":["https://regenold.com/services/ai-governance-and-compliance"]}]}