Map the full lifecycle

Cover receipt, classification, field extraction, verification, approval and system entry. Optimising one step may not change total cycle time.

The best candidates have a large repeatable flow and clear rules.

Separate confident and uncertain cases

High-confidence results can flow automatically while exceptions enter a focused review queue.

  • Document type
  • Critical fields
  • Confidence threshold
  • Reason for human review

Measure after integration

Extraction accuracy matters, but cycle time, rework and incorrect records show the business outcome.

AI should strengthen control rather than hide uncertainty behind an automatic answer.