Human-in-the-Loop Control Design for High-Value AI Payment Approvals
Banks are building layered human controls to catch AI payment errors before money clears.
Banks are building layered human controls to catch AI payment errors before money clears.
Banks are rushing to deploy AI agents while governance structures lag dangerously behind.
Examiners are finding control gaps in AI-drafted suspicious activity reports filed by banks.
Regulators are catching AI systems that set credit parameters mid-transaction.
Regulators now demand proof of AI governance, not just compliance checkboxes.
Examiners expect banks to reconstruct every step of an AI decision, not just its input and output.
Banks must clarify who owns failures when AI agents execute transactions without human approval.
Regulators expect banks to document AI controls now, even without final rules.
OCC's fintech charter is redefining compliance rules for AI-driven banking vendors.
AI payment agents face licensing exposure unless funds never leave the bank's direct control.
Regulators set AI governance expectations but leave the operational playbook blank.