UPI’s scale puts AI-led payments, lending and fraud controls in focus

What to watch

• NPCI, RBI or government changes to UPI merchant-discount-rate funding, transaction caps, liability rules or delegated-payment standards.
• UPI growth in merchant payments versus peer-to-peer transfers, plus QR acceptance penetration among small retailers.
• Fraud-rate trends involving mule accounts, account takeover, QR-code substitution, synthetic identity and AI-enabled social engineering.
• Adoption of UPI-linked credit, pre-approved merchant financing and cash-flow underwriting by banks and large commerce platforms.
• Regulatory guidance on AI model governance, explainability, consent and data-sharing for credit and fraud decisions.
• Whether major PSPs bundle POS, loyalty, lending and inventory tools into merchant operating systems.
• Integrate UPI payment data with consented loyalty, returns and basket data to identify creditworthy repeat customers without overextending thin-file shoppers.
• Prioritize real-time fraud orchestration across online checkout, QR payments, refunds, COD conversion and account recovery rather than deploying separate channel-level controls.
• Evaluate payment partners on reconciliation, dispute handling, fraud-loss sharing, credit conversion and omnichannel APIs, not only transaction pricing.
• Design checkout journeys for delegated or agent-assisted payments with explicit customer approval, spend limits, merchant whitelists and fallback authentication.
• Use payment behavior to trigger targeted store-to-digital and digital-to-store offers, especially for replenishment categories and small-ticket repeat purchases.