Extraction quality must be measured, not assumed. Track field-level accuracy for key columns like invoice number, amount, and tax components.
Add validation gates before data enters reconciliation sheets. Records failing gates should move to a reviewer queue with reason labels.
This avoids hidden downstream errors and gives teams a predictable extraction pipeline.