A pattern is emerging from recent regulatory examinations of banks using AI in compliance workflows: examiners are not objecting to automation itself. They are objecting to automation that cannot explain itself.

The documentation dividing line

Institutions that maintain fact-level provenance — every automated conclusion linked to its source evidence — are clearing examinations. Those that log only final decisions are not.