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Product 7 min read Neha IyerFebruary 4, 2026

Document Intelligence That Actually Closes Claims

Extraction is the easy part. Reconciliation, validation, and human review are where automation earns its keep.

Most claims pipelines stall not at OCR, but at validation and exception handling.

We outline an architecture that combines deterministic rules, fine-tuned models, and a reviewer cockpit — keeping the human in the loop without slowing them down.

Customers report 60–80% reductions in cycle time, with full traceability on every extracted field.

#Document AI#Claims#Insurance

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