1. Have your context ready
Have an authorized Clay table, its configuration and sample export, expected outputs, and the existing approval boundaries.2. Ask your agent
Paste this into your agent, then provide your task and example inputs when it asks:3. Review the result
The pilot matches the intended table behavior and its acceptance rules. Differences are explained before cutover; a similar-looking enrichment result is not proof of equivalence. Ask your agent:Check your understanding
Does reproducing column names establish equivalent workflow behavior?Show the answer
Show the answer
No. Compare the actual inputs, transformations, acceptance rules, and results
under the same test cases.