{"schemaVersion":"ready-scan.discovery-surface.v1","id":"urn:readyscan:corpus:buyer-question:llamaindex-q125446413-answer-fd11bfeae756256dfda2","key":"buyer_question:llamaindex-q125446413-answer-fd11bfeae756256dfda2","kind":"buyer_question","slug":"llamaindex-q125446413-answer-fd11bfeae756256dfda2","canonicalUrl":"https://directory.readyscan.ai/corpus/buyer-question/llamaindex-q125446413-answer-fd11bfeae756256dfda2","machineUrl":"https://directory.readyscan.ai/discovery/corpus/buyer-question/llamaindex-q125446413-answer-fd11bfeae756256dfda2.json","datePublished":"2026-10-25","dateModified":"2026-10-25","materialFingerprint":"fnv1a64:c9509e645545612b","membershipFingerprint":"fnv1a64:a807fe00e100a879","relatedEntitySlugs":["llamaindex-q125446413"],"relatedSurfaceKeys":["buyer_question:llamaindex-q125446413-answer-20bd6e9875406983bb79","buyer_question:llamaindex-q125446413-answer-3257bc151411e3a60f90","buyer_question:llamaindex-q125446413-answer-3bf0771c5eb1a3f42e81","buyer_question:llamaindex-q125446413-answer-452ae357a8fb067f48a1","buyer_question:llamaindex-q125446413-answer-4f44b5c1f4259e47274f","buyer_question:llamaindex-q125446413-answer-59f7cabb5a3d447b07ba","buyer_question:llamaindex-q125446413-answer-5ae636dab576f88db8b5","buyer_question:llamaindex-q125446413-answer-60338ea442c89fe95998","buyer_question:llamaindex-q125446413-answer-723671706cf44e6f2bde","buyer_question:llamaindex-q125446413-answer-7364716103cf12325940","buyer_question:llamaindex-q125446413-answer-79cbe507c7a90d15d73a","buyer_question:llamaindex-q125446413-answer-878a2f8bda3740ceb522","buyer_question:llamaindex-q125446413-answer-87eab4b2300397983c65","buyer_question:llamaindex-q125446413-answer-87fd070901d2be5be429","buyer_question:llamaindex-q125446413-answer-98d877a3db70373e894d","buyer_question:llamaindex-q125446413-answer-a8210ee44539985e0a91","buyer_question:llamaindex-q125446413-answer-ae4ef2ce7c1314ab9133","buyer_question:llamaindex-q125446413-answer-c1dd97d02bb644cd77f8","buyer_question:llamaindex-q125446413-answer-c70a04c81e7d83025f0f","buyer_question:llamaindex-q125446413-answer-cafdac0f22989a58a7c3","buyer_question:llamaindex-q125446413-answer-e027e78bbe41f33ac6f7","evidence:llamaindex-q125446413","relationship:llamaindex-q125446413-products-and-services"],"sourceIds":["ready-scan-subjects"],"provenance":[{"snapshotId":"llamaindex-q125446413-content-bdfdcefc8c3c6990-snapshot","sourceId":"ready-scan-subjects","sourceRecordId":"Q125446413","sourceRevisionId":"Q125446413:content:625dd0f446655925","sourceContentHash":"fnv1a64:b380c7115d10dd63","recordRevisionId":"Q125446413:content:625dd0f446655925","recordContentHash":"fnv1a64:e7a4a35800ea8c53","sourceCanonicalUrl":"https://www.llamaindex.ai/","sourceModifiedAt":"2026-10-25T18:33:09.849Z","observedOn":"2026-10-25","permission":{"basis":"public_information","evidenceUrl":"https://www.llamaindex.ai/"},"attributionUrl":"https://www.llamaindex.ai/"}],"quality":{"method":"same_kind_unique_trigram_floor","minimumUniqueTrigramRatio":0.3,"status":"passed"},"title":"What safeguards are there to reduce extraction errors in long, repetitive filings?","summary":"Cited source answers across 1 active corpus record.","question":"What safeguards are there to reduce extraction errors in long, repetitive filings?","answers":[{"entitySlug":"llamaindex-q125446413","entityName":"LlamaIndex","answer":"“Auto validation and correction loops help catch and fix common failures like missed rows, misaligned columns, or repeated section drift. The result is more reliable data at scale and fewer downstream reconciliation surprises”","sourceUrls":["https://www.llamaindex.ai/services/10-k-filing-ocr"]}]}