HOA platforms operate across thousands of communities, each with its own vendors and invoice formats. AP teams were opening documents, transcribing fields, matching line items, coding GL accounts, and routing approvals by hand.
A structured AI workflow that converts every source document into layout-preserving content, extracts fields against a strict schema, assigns confidence scores, posts high-confidence invoices, and routes ambiguous cases into a side-by-side human review queue.
Over 50,000 invoices processed monthly in production. The AP team shifted from transcription to review, and work that used to take a week now closes in a day.