A pilot is supposed to reduce uncertainty. It can instead become a small permanent system that nobody explicitly chose to operate.

The team builds a demonstration, a few people begin relying on it, and further work is justified because it is already in use. The original question gets lost.

Write down the decision

Before building, state what the pilot is meant to establish. For example: can this preparation workflow produce useful drafts without increasing review effort? That is more actionable than “explore AI opportunities.”

Define the users, task types, and boundaries. A tool tested on a narrow category should not quietly expand to every incoming request because the interface makes that easy.

Agree what evidence would support continuing, revising, or stopping. Some failures should trigger an immediate pause, such as unauthorized disclosure or an action outside the approved scope. Other issues may be ordinary product feedback.

Separate a failed assumption from failed work

Suppose the pilot shows that source documents are too inconsistent for useful answers. That finding can still guide a better investment. The next step might be content ownership and cleanup, not a larger model or more elaborate prompt.

Likewise, a pilot that works technically but is ignored by its intended users has uncovered a product problem. Investigate whether it fits the workflow before trying to solve adoption through reminders and training alone.

Preserve the way out

Keep a manual path available while the experiment runs. Make it possible to export useful records, remove temporary access, and retire the tool without losing work. Assign someone to make the final decision rather than leaving the pilot to continue by default.

Stopping is not a verdict on all AI or all automation. It is a decision about a particular approach to a particular problem.

A successful pilot leaves the business with better evidence and a clearer choice. Sometimes that choice is to expand. Sometimes it is to simplify. Sometimes it is to stop and spend the next development effort somewhere more useful.