{"schemaVersion":"ready-scan.discovery-surface.v1","id":"urn:readyscan:corpus:buyer-question:cylunor-q139567746-answer-a6cc1f1526943c0c7db1","key":"buyer_question:cylunor-q139567746-answer-a6cc1f1526943c0c7db1","kind":"buyer_question","slug":"cylunor-q139567746-answer-a6cc1f1526943c0c7db1","canonicalUrl":"https://directory.readyscan.ai/corpus/buyer-question/cylunor-q139567746-answer-a6cc1f1526943c0c7db1","machineUrl":"https://directory.readyscan.ai/discovery/corpus/buyer-question/cylunor-q139567746-answer-a6cc1f1526943c0c7db1.json","datePublished":"2026-10-22","dateModified":"2026-10-22","materialFingerprint":"fnv1a64:d93bc0fc9967bef5","membershipFingerprint":"fnv1a64:6b0ef09dba5f8c95","relatedEntitySlugs":["cylunor-q139567746"],"relatedSurfaceKeys":["buyer_question:cylunor-q139567746-answer-95e3372dc85c956be6ef","buyer_question:cylunor-q139567746-answer-a30552b5cf295930de3c","evidence:cylunor-q139567746"],"sourceIds":["ready-scan-subjects"],"provenance":[{"snapshotId":"cylunor-q139567746-content-998f858c053e9b8a-snapshot","sourceId":"ready-scan-subjects","sourceRecordId":"Q139567746","sourceRevisionId":"Q139567746:content:cfb979cd15e7a58a","sourceContentHash":"fnv1a64:040a80b573336655","recordRevisionId":"Q139567746:content:cfb979cd15e7a58a","recordContentHash":"fnv1a64:2df797f4d3af0493","sourceCanonicalUrl":"https://cylunor.com/","sourceModifiedAt":"2026-10-22T06:28:23.746Z","observedOn":"2026-10-22","permission":{"basis":"public_information","evidenceUrl":"https://cylunor.com/"},"attributionUrl":"https://cylunor.com/"}],"quality":{"method":"same_kind_unique_trigram_floor","minimumUniqueTrigramRatio":0.3,"status":"passed"},"title":"Do we need large amounts of data to integrate AI effectively?","summary":"Cited source answers across 1 active corpus record.","question":"Do we need large amounts of data to integrate AI effectively?","answers":[{"entitySlug":"cylunor-q139567746","entityName":"Cylunor","answer":"“Not always. Many practical integrations work well with structured operational data, existing documents, or moderate-scale datasets. The key is data quality and relevance, not volume. We assess data readiness as part of the engagement scope.”","sourceUrls":["https://cylunor.com/services/ai-integration"]}]}