{"schemaVersion":"ready-scan.discovery-surface.v1","id":"urn:readyscan:corpus:buyer-question:pharos-production-q138839526-answer-47aaec91d9e8ff45427f","key":"buyer_question:pharos-production-q138839526-answer-47aaec91d9e8ff45427f","kind":"buyer_question","slug":"pharos-production-q138839526-answer-47aaec91d9e8ff45427f","canonicalUrl":"https://directory.readyscan.ai/corpus/buyer-question/pharos-production-q138839526-answer-47aaec91d9e8ff45427f","machineUrl":"https://directory.readyscan.ai/discovery/corpus/buyer-question/pharos-production-q138839526-answer-47aaec91d9e8ff45427f.json","datePublished":"2026-10-25","dateModified":"2026-10-25","materialFingerprint":"fnv1a64:35ea75eefe354ebe","membershipFingerprint":"fnv1a64:44ad70444f0cd6f8","relatedEntitySlugs":["pharos-production-q138839526"],"relatedSurfaceKeys":["buyer_question:pharos-production-q138839526-answer-002e9d61c48e0ca0ae6c","buyer_question:pharos-production-q138839526-answer-18c598d6f1fbac54bec0","buyer_question:pharos-production-q138839526-answer-19f7ea39a0addf0c7db2","buyer_question:pharos-production-q138839526-answer-202d385bc0c7b239659e","buyer_question:pharos-production-q138839526-answer-276c68186ec0f688316c","buyer_question:pharos-production-q138839526-answer-595de76b6eb4249d2eec","buyer_question:pharos-production-q138839526-answer-6b5614a7c24a9d4dae40","buyer_question:pharos-production-q138839526-answer-6e154a1300b75edb0257","buyer_question:pharos-production-q138839526-answer-787ebe542fd084d3958b","buyer_question:pharos-production-q138839526-answer-8bace746c6a566649fb8","buyer_question:pharos-production-q138839526-answer-8eb46273b520cccd02ce","buyer_question:pharos-production-q138839526-answer-8f21bd86cef5d7a403c8","buyer_question:pharos-production-q138839526-answer-973c6c4a838acb4f8d6c","buyer_question:pharos-production-q138839526-answer-9cbc11e85593528d3d3c","buyer_question:pharos-production-q138839526-answer-a01c32df366ab26af533","buyer_question:pharos-production-q138839526-answer-ba507078f3abd4a4cba9","buyer_question:pharos-production-q138839526-answer-c857690f48b4b27ba834","buyer_question:pharos-production-q138839526-answer-f62fc97f2e7e787e1532","evidence:pharos-production-q138839526"],"sourceIds":["ready-scan-subjects"],"provenance":[{"snapshotId":"pharos-production-q138839526-content-7b5b754fcd16058e-snapshot","sourceId":"ready-scan-subjects","sourceRecordId":"Q138839526","sourceRevisionId":"Q138839526:content:c2fedc7bca685fa7","sourceContentHash":"fnv1a64:eece30c1bfb04cd6","recordRevisionId":"Q138839526:content:c2fedc7bca685fa7","recordContentHash":"fnv1a64:20f5b0d4c52f1731","sourceCanonicalUrl":"https://pharosproduction.com/","sourceModifiedAt":"2026-10-25T05:49:38.184Z","observedOn":"2026-10-25","permission":{"basis":"public_information","evidenceUrl":"https://pharosproduction.com/"},"attributionUrl":"https://pharosproduction.com/"}],"quality":{"method":"same_kind_unique_trigram_floor","minimumUniqueTrigramRatio":0.3,"status":"passed"},"title":"When does automation make sense?","summary":"Cited source answers across 1 active corpus record.","question":"When does automation make sense?","answers":[{"entitySlug":"pharos-production-q138839526","entityName":"Pharos Production","answer":"“When you have a high-volume repetitive decision with a measurable baseline of cost and cycle time, where humans are spending time on cases the machine can handle and where the business can define acceptable accuracy trade-offs. When one of those is missing, we recommend process redesign or workflow consolidation instead.”","sourceUrls":["https://pharosproduction.com/services/ai-automation/"]}]}