AI can auto-decide clean files within the credit union's approved policy, the same way rules-based auto-decisioning does today. For exceptions, it should prepare a summary for an underwriter rather than decide. Credit policy stays human-owned, overrides are documented, and declined members still receive specific adverse action reasons.