Published onJanuary 7, 2026• 10 min readHow to Reduce AML False Positives in Paymentsamltransaction-monitoringfalse-positivescompliancefinancial-crimemachine-learningpaymentsCut AML false positives by 50% to 70% without replacing your transaction monitoring system, often within a single quarter.