Typical manual inbound intake
- Teams receive PDFs and retype order data into multiple systems.
- Extraction behavior is inconsistent across document formats and customers.
- Field cleanup and matching happen in ad-hoc spreadsheet steps.
- Low-confidence values are hard to isolate quickly for review.
- Failed processing paths rely on manual detective work and re-entry.
- Approval state and production handoff are weakly traceable.