Run a 30-day learning loop

Practice principle

Observe one task, one owner, and one review question at a time.

A team has tried a few low-risk tasks and wants to decide whether to keep, change, expand, or stop without claiming unmeasured savings.

Use it at the task

Start with these decisions

1. Write the task, intended use, reviewer, and information boundary before the trial begins.
2. Save a few representative before-and-after examples when appropriate and approved.
3. Ask what became clearer, what still required human effort, and where errors or uncertainty appeared.
4. Choose one next action: keep the practice, improve the rule, try a different task, or stop.

Pause point

Do not let a convenient draft become an unchecked decision

Do not turn a small learning exercise into a promise of efficiency, ROI, or headcount impact. The evidence should match the decision the business is actually making.