Most AI code review prompts fail for a boring reason:

They ask for feedback instead of asking for a review artifact.

If you paste a diff into ChatGPT, Claude, or Copilot Chat and say:

Review this PR.

You will usually get a helpful-sounding summary, a few generic suggestions, and maybe one or two real issues.

That is not enough for production work.

A better AI review prompt should force the assistant to behave like a strict reviewer, separate certainty from suspicion, and return comments you can actually act on before a human reviewer spends time on the PR.

The wrong mental model

The wrong mental model is:

AI is my reviewer.

The safer mental model is:

AI is my pre-review checklist runner.

AI should not approve the pull request.…