AI Cash Application Agent

90–95% straight-through auto-match in production: 93–95% for structured remittances, 88–92% for unstructured after ML training.

SAP S/4HANA, Oracle Fusion, NetSuite, Dynamics 365, and Workday, plus BAI2, SWIFT MT940, ISO 20022 camt.053, NACHA, and EDI 820.

It matches amount to open invoices for the payer, then uses ML on payment history to predict settled invoices; low-confidence items get ranked suggestions.

The agent classifies short-pays from reason codes and claims history — valid deductions auto-approve with a credit memo, invalid ones escalate.

Yes. Real-time FX rates validate foreign currency payments within tolerance bands, with SWIFT formats from 40+ countries and automatic FX gain/loss posting.

5–8 weeks: ERP and bank connectivity plus ML training on payment history, then parallel-run validation, phased go-live, and AR team training.

Manual costs $6–$12 per payment; AI runs below $1 — an 85–92% cut, or $1.1M–$2.2M a year at 500 payments/day, with payback in 3–5 months.

Manual AR needs staff to decode every remittance and key each match. Automation captures, matches, and posts in real time for 90–95% of payments.

Yes. It ingests lockbox files, EDI 820, PDFs, portals, and bank APIs, scaling to thousands of payments a day at 90–95% straight-through match rates.