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Payments AI Architecture Strategy
Aug 18, 2025 By Navin Agrawal Architecture 3 min read

Static payment routing could not handle the 2:47 AM wire

A $2.3M wire hit the system at 2:47 AM on a Friday, the rule saw "large wire" and chose Fedwire, and Fedwire does not run weekends. The transaction waited until Monday. The fix is not a faster rule - it is routing that understands business context.

Payments Payment architecture Treasury management Banking technology
Aug 13, 2025 By Navin Agrawal Payments 3 min read

Banks count fraud dollars and miss the exception bill

Every failed payment kicks off a chain of manual work that rarely shows up in a fraud dashboard. Across the top 15 US banks, dispute processing alone runs about $3 billion a year - and the wire flagged at $50K costs the same to investigate whether it is real or not.

Payments Payment operations Banking technology Treasury management
Aug 7, 2025 By Navin Agrawal Architecture 2 min read

Consumer auth patterns fail the bank exam

Authentication that works for web scraping becomes a compliance problem the moment an AI agent moves real money. Enterprise payment systems need certificate identity, scoped service accounts, and short-lived tokens - the things a banking examiner expects to see.

AI agents Payments Banking security Architecture
Aug 4, 2025 By Navin Agrawal Payments 3 min read

Instant rails broke the treasury day

ACH cleared overnight, wires ran on business hours, and float was predictable. FedNow and RTP ended that. With 42 percent of RTP payments landing nights, weekends, and holidays, treasury teams are positioning cash by the hour - and the Fed discount window still keeps bankers' hours.

Payments Treasury management Real-time payments Liquidity
Jul 29, 2025 By Navin Agrawal AI systems 3 min read

Banks say AI catches the fraud. In production, the rules still do.

Nearly three-quarters of banks claim AI-powered fraud detection, but when a wire has to clear in under 100ms the model steps aside and deterministic rules make the call. The honest architecture is hybrid - and saying so is becoming a regulatory and legal requirement.

AI Fraud detection Banking technology Payments
Jul 23, 2025 By Navin Agrawal Payments 3 min read

Banking's authentication crisis: AI defeated the voiceprint

Sam Altman told a Fed conference that AI has defeated most of the ways people authenticate today - voiceprints especially, clonable from a few seconds of audio. The fix is not a better voice system; it is rebuilding authentication around device-bound cryptographic keys.

Payments Banking security Authentication Passkeys
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