Machine Learning Alerts & Dashboard

NPCI uses ML models to assign individual “risk scores” to transactions based on velocity, geolocation, device behavior, blacklists, and historical fraud patterns. Alerts route to NPCI and banks via a dashboard for investigation, corrective action, and refinement through feedback loops.