AI-driven Accounts Payable — 1 FTE replaced year-round, 2 more during peak season.
Invoices processed manually, with seasonal hiring every peak
An international manufacturer processed accounts payable manually — invoices arriving in dozens of formats from hundreds of suppliers, each one needing classification, data extraction, validation against purchase orders, and ERP posting. Year-round, this consumed one full-time role. During the 4-month seasonal peak, the company hired two additional temporary AP staff — every year, on a recurring cycle.
From email-and-paper intake to ERP-posted invoices — without human data entry
- Invoice intake across email, paper, and supplier portals
- Document classification and AI-driven data extraction
- Validation against purchase orders and supplier records
- Automated posting to the ERP
- Exception routing to human approvers for edge cases
The AP team now manages exceptions, supplier relationships, and controls — not invoices
3 FTEs replaced (1 year-round + 2 during peak season). Seasonal hiring retired entirely. The AP function now focuses on exceptions, supplier management, and financial controls.
What AI accounts payable automation means for high-volume manufacturers
Manufacturers with high invoice volumes — especially those with seasonal peaks — typically over-staff to cover demand spikes. AI AP automation removes the spike from the staffing equation, freeing the team to focus on higher-value financial work.
What we built (technical)
Invoice intake pipeline (email, paper, supplier portal), document classification and OCR extraction, validation engine matching against PO and supplier data, ERP integration for automated posting, exception routing infrastructure. See /technical/ for engineering details.