Answer first: use this guide to turn an AI tool decision into a small, repeatable workflow. Define the job, set a pass/fail bar, and keep human review where the output matters.
01Freeze the task
Write one task statement and do not change it for one comparison.
02Use representative inputs
Include a normal example, a messy example, and an edge case.
03Track manual cleanup
Record the edits needed before the output is safe to use.
04Publish the failure case
A comparison is more credible when readers can see where the tool breaks.