Define who is making the decision, what evidence they need and what happens when confidence is low.

This keeps automation connected to a real operational outcome.

Useful AI experiences make supporting material easy to inspect.

Source context helps users verify an answer and understand its limits.

High-impact actions need clear approval boundaries and escalation paths.

Evaluation should measure accuracy, usefulness, safety and adoption over time.