An AI pilot is ready to grow when the team can support it in daily work. That means knowing how it performs, what it costs, and what happens when it fails.
Pilots often have extra people checking results and fixing mistakes. Test what happens when that extra help is reduced.
Count the help around the system
Who chose clean test cases? Who corrected answers or stepped in when the system was unsure? That effort is part of the result.
Decide which support will stay and who will provide it. If the project team handles every difficult case, wider use may move hidden work to another team.
Record the gaps before expanding. Decide which need a fix, a smaller rollout or a stop.
Test cases the team will really face
Include incomplete facts, unusual requests, and errors that would matter. Agree with the business owner what an acceptable result looks like.
Imagine a service assistant that hands a hard question to a person. It must pass along enough context for that person to help. Counting only the questions it answers would miss part of the job.
A strong result on one task does not prove it is ready for another.
Follow the whole piece of work
Compare quality, time, checking effort, and cost with a clear starting point. Faster drafts may create more checking. More replies may create more repeat calls.
If staff gain time, find out how it is used. It may reduce waiting or let them handle more work. It is not automatically cash saved.
Compare the technical score with the business outcome, the cost and the time people spend checking results.
Give someone the power to pause
Name who can stop use, approve changes, and handle problems. Set a review date and conditions for narrowing the work.
The NIST AI Risk Management Framework is a voluntary reference for managing AI risk across its use. It supports continued review, not a one-time launch check.
Expand the tasks with reliable results and clear ownership. Keep testing the others.
At a peer exchange, bring the gap between the pilot and daily work. Ask what is still missing before use grows. Sponsors can help by explaining the support and limits behind their results. A decision to pause deserves the same care as a decision to expand.