Introduction
Manufacturing runs on three-way match, and three-way match is where AP teams lose their week. It is also the single most automatable part of the process — which is why this is the vertical where ORVIX AI pays for itself fastest.
The challenge
A quantity off by two units stops an invoice for three days and a human has to find out why.
A plant receives thousands of PO-backed invoices a month against goods receipts that rarely line up perfectly: partial deliveries, freight added after the fact, unit-of-measure mismatches, price changes the buyer never pushed back to the PO. Industry-wide, 18.4% of invoices are flagged as exceptions, and Ardent Partners attributes a large share of the 21.9% of AP staff time spent on supplier inquiries to exactly this. Each one becomes an email thread between AP, the buyer, and the receiving dock. The work is high volume, rule-based, and almost entirely mechanical, which is why doing it by hand costs the average team $9.84 an invoice while Best-in-Class teams run 79% below that.
The solution
Match on the tolerances your controller actually approved, and escalate the rest with the evidence attached.
ORVIX AI reads the invoice regardless of how it arrives — EDI, PDF, supplier portal, or a scan someone emailed — and matches it against the PO and goods receipt line by line. Quantity, price, and freight tolerances are yours to set; anything inside them posts straight to the ERP. Anything outside goes to the named approver with the PO, the receipt, and the delta already assembled, so the question is a yes/no rather than an investigation. Every decision, including the automated ones, lands on an immutable audit trail.
The outcome
What a manufacturing AP function looks like on the other side.
PO-backed invoices are the cheapest place to earn the 1.8x straight-through advantage Best-in-Class teams hold over their peers
Exception rate moves toward the Best-in-Class mark, 47% below the 18.4% average
Exceptions resolve in a single pass, because the PO, the receipt, and the delta arrive attached to the escalation
Processing time compresses from the 8.2-day average, where Best-in-Class teams run 79% faster, putting early-payment discounts back in reach
Duplicate and misallocated payments caught before posting, not during year-end audit