The challenge
Onboarding analysts spent most of the day renaming PDFs and chasing missing pages. SLA breaches were a people problem with a document problem underneath.
What we shipped
An extraction pipeline with human review for low-confidence fields, audit logs, and a queue that only showed exceptions. The model never auto-approved.