Banks face a shrinking window to stop UPI fraud as mule networks move funds instantly

What to watch

• Regulatory guidance or liability rules specifying response-time expectations for reported or detected UPI fraud.
• A rise in fraud losses involving newly opened accounts, first-time beneficiaries, device changes or deepfake-enabled KYC.
• Broad adoption of beneficiary risk scores, payment cooling-off periods and real-time account-freeze APIs across banks and PSPs.
• Merchant and consumer complaints about delayed UPI payments, declined legitimate transfers or repeated authentication challenges.
• Evidence of mule-network displacement toward smaller banks, fintech accounts, wallets, cash-out agents or cross-border rails.
• Prioritize real-time risk orchestration that combines transaction behaviour, device reputation, account tenure, beneficiary history, network links and customer-session signals.
• Build intervention paths below one minute: transaction pause, customer confirmation through a trusted channel, beneficiary cooling-off, velocity caps and rapid account freezing.
• Expand deepfake-resilient onboarding and recovery controls, including liveness detection, document verification, device binding and higher scrutiny for account changes.
• Create or join cross-bank and PSP mule-intelligence exchanges with privacy, consent, auditability and rapid indicator distribution built in.
• Measure fraud controls by prevented loss, false-positive rate, payment abandonment, intervention time and recovery rate rather than detection volume alone.