Why citations matter
Structured JSON is not enough when a reviewer, customer, auditor, or downstream system asks why a value was extracted. Source citations keep the answer tied to the original document.
What citation metadata includes
Page number, normalized text span, bounding box, field confidence, document type, schema version, model version, reviewer status, and validation result.
Best-fit workflows
Use citations for lending, insurance, contract review, AP, KYC, healthcare intake, audit evidence, and any workflow where a wrong field needs fast investigation.
Extract
Turn PDFs, scans, photos, and document packets into structured records.
Validate
Apply confidence thresholds, business rules, and cross-document checks.
Route
Send clean results downstream and uncertain fields to review queues.