{"schemaVersion":"ready-scan.discovery-surface.v1","id":"urn:readyscan:corpus:buyer-question:lumitech-q140461855-answer-cf41d594c8d47fa759ad","key":"buyer_question:lumitech-q140461855-answer-cf41d594c8d47fa759ad","kind":"buyer_question","slug":"lumitech-q140461855-answer-cf41d594c8d47fa759ad","canonicalUrl":"https://directory.readyscan.ai/corpus/buyer-question/lumitech-q140461855-answer-cf41d594c8d47fa759ad","machineUrl":"https://directory.readyscan.ai/discovery/corpus/buyer-question/lumitech-q140461855-answer-cf41d594c8d47fa759ad.json","datePublished":"2026-10-26","dateModified":"2026-10-26","materialFingerprint":"fnv1a64:d99a9e2a7c1a78e2","membershipFingerprint":"fnv1a64:1fe14b2449f0497b","relatedEntitySlugs":["lumitech-q140461855"],"relatedSurfaceKeys":["buyer_question:lumitech-q140461855-answer-0014964bc88516cc49fc","buyer_question:lumitech-q140461855-answer-017fc1a89f2b28b2e0a8","buyer_question:lumitech-q140461855-answer-0319c65a5fa3e7427498","buyer_question:lumitech-q140461855-answer-18a54c33f3966d851ad0","buyer_question:lumitech-q140461855-answer-27c70b5ff9e0acc1dc4b","buyer_question:lumitech-q140461855-answer-531a42e97bf588dcab15","buyer_question:lumitech-q140461855-answer-540740df7a6de8538e28","buyer_question:lumitech-q140461855-answer-5fda251adf06a0aef040","buyer_question:lumitech-q140461855-answer-6265b283e7cb221380f9","buyer_question:lumitech-q140461855-answer-6ac0904ddbc163934918","buyer_question:lumitech-q140461855-answer-8773e3acad0f8154c383","buyer_question:lumitech-q140461855-answer-a82a7562fc4fbf6987be","buyer_question:lumitech-q140461855-answer-ab7422414af9a7712b2f","buyer_question:lumitech-q140461855-answer-aea6b02a5c9d95650068","buyer_question:lumitech-q140461855-answer-b3b84d29a93e5edab160","buyer_question:lumitech-q140461855-answer-c71a4e18cf03a8af7d8e","buyer_question:lumitech-q140461855-answer-df4b7ffc2f5b3e6658ff","buyer_question:lumitech-q140461855-answer-eec880ac6bfc99d1126e","evidence:lumitech-q140461855"],"sourceIds":["ready-scan-subjects"],"provenance":[{"snapshotId":"lumitech-q140461855-content-42d01ad84b05c1d4-snapshot","sourceId":"ready-scan-subjects","sourceRecordId":"Q140461855","sourceRevisionId":"Q140461855:content:083251f4b7333a50","sourceContentHash":"fnv1a64:7f40b75e009744d6","recordRevisionId":"Q140461855:content:083251f4b7333a50","recordContentHash":"fnv1a64:aed355118486e446","sourceCanonicalUrl":"https://lumitech.co/","sourceModifiedAt":"2026-10-26T00:00:18.012Z","observedOn":"2026-10-26","permission":{"basis":"public_information","evidenceUrl":"https://lumitech.co/"},"attributionUrl":"https://lumitech.co/"}],"quality":{"method":"same_kind_unique_trigram_floor","minimumUniqueTrigramRatio":0.3,"status":"passed"},"title":"How do you implement retrieval-augmented generation (RAG)?","summary":"Cited source answers across 1 active corpus record.","question":"How do you implement retrieval-augmented generation (RAG)?","answers":[{"entitySlug":"lumitech-q140461855","entityName":"Lumitech","answer":"“RAG is implemented through data auditing, construction of ingestion pipelines, proper document segmentation, vector search implementation, and retrieval and generation setup with access control. The key is to ensure accuracy, source citations, and secure integration with the company's infrastructure.”","sourceUrls":["https://lumitech.co/services/rag-development-services"]}]}