Finance teams at mid-market companies have spent the last five years buying invoice capture tools that scan PDFs and push clean invoices straight into the ERP. The problem nobody solved is what happens when the invoice does not match the purchase order or the receiving record. Those three-way match exceptions still get kicked out of the automated pipeline and land in a shared inbox, where an AP analyst has to chase down a warehouse manager, a buyer, or a vendor to figure out whether it was a quantity short-ship, a price change, or a duplicate bill.
This product is an AI exception desk that sits downstream of the invoice capture tool a company already has. It pulls the PO, the receipt, and the invoice for every flagged exception, investigates the likely cause using vendor history and past resolutions, and proposes a specific fix such as approve with tolerance, short-pay the vendor, or route to the buyer for a real decision. Once approved, it writes the resolution back into the ERP instead of leaving a close note in an email thread.
The wedge is narrow on purpose: mid-market AP teams running NetSuite, Intacct, or Dynamics who already paid for OCR-based capture and are still drowning in exception email. They do not need another capture tool. They need the last mile closed.