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An insurance document assistant summarizes every page it sees but misses an absent attachment. Design the check.

Extraction accuracy cannot reveal a document that never arrived. Reconcile expected evidence with received and parsed artifacts, and keep completeness separate from any claim decision.

Updated Sep 2026 · Grounded in real Forward Deployed Engineer interview loops and written to a senior-engineer editorial bar.

Extraction accuracy cannot reveal a document that never arrived. Reconcile expected evidence with received and parsed artifacts, and keep completeness separate from any claim decision.

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