Do you output clean JSON that our systems can ingest, and can we audit where each value came from?

Answers from the sources

  1. LlamaIndex

    “Yes—output is structured JSON and can include traceability metadata like page references and element coordinates for each extracted value. That makes audits faster and supports confidence-based routing, so only low-confidence fields go to human review.”

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Download this recordapplication/json
Surface ID
urn:readyscan:corpus:buyer-question:llamaindex-q125446413-answer-cafdac0f22989a58a7c3
Material fingerprint
fnv1a64:3385252c37f4a803
Membership fingerprint
fnv1a64:a807fe00e100a879
Published
2026-10-25
Modified
2026-10-25
ready-scan-subjects/Q125446413
revision Q125446413:content:625dd0f446655925

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