Why the loop exists. How use cases become evidence.
What AI can and cannot do for daily work.
Make AI use visible and structured.
Task design, not magic wording.
What information AI should and should not see.
Check AI output before it ships.
Handling sensitive data and connected tools.
Decide whether a use case is allowed or risky.
Test whether AI actually improves work.
Save proof and report learning to leadership.
Workers, consultants, leads, builders, governance.
Full practical exercise using the NextMindOS loop.