With agentic AI for KYC and compliance, a decision you cannot explain fails an examination regardless of how accurate it is. The harder point, which McKinsey makes directly, is that a large language model generally cannot be validated as a model in the traditional sense. Validation has to shift to the inputs, the outputs and the resilience of the pipeline around it.