# Automation and AI Deepen Payment Exceptions

> 70% of firms plan to automate payment matching within 12 months, with AI expanding fraud detection and repair.
- Title: Automation and AI Deepen Payment Exceptions · Pymnts
- Summary: 70% of firms plan to automate payment matching within 12 months, with AI expanding fraud detection and repair. 70% of payment-heavy firms plan to add…
- Keywords: payment matching, ai fraud detection, automated payment matching, payment exceptions, payment processing, fraud detection, payment repair, business, finance, Automation, Deepen, Payment
- Source: Pymnts — https://pymnts.com/news/payments-innovation/2026/automation-and-ai-move-deeper-into-payment-exceptions
- Author: PYMNTS
- Published: 2026-10-09T16:06:54+00:00
- Read time: 1 min
- Topics: payment matching, ai fraud detection, automated payment matching, payment exceptions, payment processing, fraud detection, payment repair, business, finance
## Payment Exceptions
Payment processing often requires manual oversight when transactions fail to clear or trigger fraud reviews.
## 70% Plan Automated Matching
70% of payment-heavy firms plan to add or expand automated payment matching within 12 months.
## 59% Plan AI Fraud Detection
59% of firms plan to add or expand ai-based fraud detection within 12 months.
## AI Extends to Repair
AI identifies payment discrepancies, analyzes causes, and recommends corrections for employees to review.
## Payment Work Shifts
88% of u.s. middle-market firms experienced at least one accounts receivable integrity issue in the past year.
## AI Moves to Repair
57% of firms discover fraud or nonclearance after treating a payment as completed through returns or disputes.
## Exception Work Persists
89% of organizations use ap automation, yet 67% spend five days or more processing invoices monthly.
## Key takeaway

70% of payment-heavy firms plan to add automated payment matching within 12 months, 59% plan AI-based fraud detection expansion.