Invite a small AI review session with more than one way to contribute

A proposed group exercise: review five fictional AI answers together, with a specific purpose—find unclear evaluation instructions before a larger trial. This is a session design, not a claim that a group has already completed it.

Offer several ways to join: annotate one answer privately, compare two reviewers’ notes, improve the instructions, or observe without submitting a judgment. Let people decline without becoming responsible for finding a replacement.

Start with independent notes so the first confident speaker does not become the answer key. Then compare differences: did reviewers read the source differently, apply different criteria, or encounter an ambiguous task? Preserve those explanations alongside any shared decision.

Choose a willing facilitator and a clear end point. Close with one revised instruction, one unresolved question and credit for the contributions people want attributed. Do not describe all participants as endorsing the final wording.

A short session can reveal a useful disagreement; it cannot establish the reliability of an evaluation process by itself.

Which contribution role would make this easier for someone who wants to help but does not want to speak in a group?