{"schemaVersion":"ready-scan.discovery-surface.v1","id":"urn:readyscan:corpus:buyer-question:authoritytech-q138783204-answer-b212d2673afab488c84f","key":"buyer_question:authoritytech-q138783204-answer-b212d2673afab488c84f","kind":"buyer_question","slug":"authoritytech-q138783204-answer-b212d2673afab488c84f","canonicalUrl":"https://directory.readyscan.ai/corpus/buyer-question/authoritytech-q138783204-answer-b212d2673afab488c84f","machineUrl":"https://directory.readyscan.ai/discovery/corpus/buyer-question/authoritytech-q138783204-answer-b212d2673afab488c84f.json","datePublished":"2026-10-24","dateModified":"2026-10-24","materialFingerprint":"fnv1a64:149fc2c91f014275","membershipFingerprint":"fnv1a64:e799186699462edb","relatedEntitySlugs":["authoritytech-q138783204"],"relatedSurfaceKeys":["buyer_question:authoritytech-q138783204-answer-0426c3c797c2676febbc","buyer_question:authoritytech-q138783204-answer-53cac92e99fb9bfe7eb7","buyer_question:authoritytech-q138783204-answer-6606d065df859dcce6a3","buyer_question:authoritytech-q138783204-answer-6f738aac421dc39d4d9e","buyer_question:authoritytech-q138783204-answer-846ed85c81ef8451e799","buyer_question:authoritytech-q138783204-answer-8bd7085e3580998813ae","buyer_question:authoritytech-q138783204-answer-93091327fb7f02cb8e18","buyer_question:authoritytech-q138783204-answer-cd068399c9f614cd38a4","buyer_question:authoritytech-q138783204-answer-d858f4ccdafa2ef5c599","buyer_question:authoritytech-q138783204-answer-e2b5b1dbe9e16de77b81","buyer_question:authoritytech-q138783204-answer-ed944a47199dda5a08ad","evidence:authoritytech-q138783204","relationship:authoritytech-q138783204-products-and-services"],"sourceIds":["ready-scan-subjects"],"provenance":[{"snapshotId":"authoritytech-q138783204-content-2c043a3aea2ad974-snapshot","sourceId":"ready-scan-subjects","sourceRecordId":"Q138783204","sourceRevisionId":"Q138783204:content:48d218937c029097","sourceContentHash":"fnv1a64:ec55298609f0c66e","recordRevisionId":"Q138783204:content:48d218937c029097","recordContentHash":"fnv1a64:99a5bf1273da5e0f","sourceCanonicalUrl":"https://authoritytech.io/","sourceModifiedAt":"2026-10-24T09:11:22.564Z","observedOn":"2026-10-24","permission":{"basis":"public_information","evidenceUrl":"https://authoritytech.io/"},"attributionUrl":"https://authoritytech.io/"}],"quality":{"method":"same_kind_unique_trigram_floor","minimumUniqueTrigramRatio":0.3,"status":"passed"},"title":"Why is an 'AI-Native' approach required for MR?","summary":"Cited source answers across 1 active corpus record.","question":"Why is an 'AI-Native' approach required for MR?","answers":[{"entitySlug":"authoritytech-q138783204","entityName":"AuthorityTech","answer":"“Machine Relations requires more than outreach. The angle, source, entity language, and citation structure have to be planned before publication, so the coverage is useful to humans and legible to AI systems.”","sourceUrls":["https://authoritytech.io/"]}]}