Automation and AI Deepen Payment Exceptions

70% of firms plan to automate payment matching within 12 months, with AI expanding fraud detection and repair.

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Oct 9, 2026

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Automation and AI Deepen Payment Exceptions

70% of firms plan to automate payment matching within 12 months, with AI expanding fraud detection and repair.

In brief

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 automated payment matching within 12 months, 59% plan AI-based fraud detection expansion. Originally reported by Pymnts.

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% 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.

The takeaway

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

Read the original on Pymnts

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