Free template · Automated workflow QA

Before an AI agent goes live,
test what can go wrong.

A practical 20-point acceptance checklist for AI workflows, automation engineers and operations teams. Track pass/fail evidence, export a CSV test matrix, and identify release blockers — no signup required.

Start the free checklist ↓
20 UAT test casesCSV exportRuns locally in your browserNo data uploads
Interactive release gate

AI automation UAT checklist

Check an item only after you have tested it and collected evidence. Add a short note or ticket reference. Blank items remain unverified, not failed. Export the matrix for your project handoff.

How to use it

Move from a demo to a defensible sign-off.

01 / SELECT

Pick real test inputs

Use realistic data and adversarial edge cases. Identify known failure modes, PII risks, and the human owner of consequential decisions.

02 / EXECUTE

Capture evidence

Run each test with expected and observed outcomes. Attach local evidence references; do not paste passwords or private customer data here.

03 / DECIDE

Document release blockers

Export the CSV, assign issues, verify fixes, and approve the release only against your organization's required acceptance criteria.

Important: This checklist does not execute tests or certify safety automatically. It helps record human-verified results. The 20 checks are not an exhaustive regulatory, security or model-risk assessment.
FAQ

Common questions

What is AI automation acceptance testing?

It is a documented set of real-world pass/fail cases verifying that a workflow meets requirements, handles failures, protects data and provides necessary human oversight before release.

Does this page send test data to a server?

No. All checkboxes and notes stay in the current browser tab. The downloadable CSV is generated locally. Avoid entering confidential personal data into this template anyway.

Can an all-green checklist guarantee production safety?

No. Every workflow has different inputs, legal obligations and business risks. Apply appropriate engineering, privacy and security reviews as well as ongoing monitoring.

How is this different from the paid kit?

This page offers 20 basic review gates and a CSV export. The paid kit offers a more complete set of reusable documentation templates and acceptance workflows, subject to the listing's current description.