Design Human Review Where It Changes Outcomes
Place human review at decision points where reviewers have evidence, authority, and time to intervene.
Review theater The UI promises human review, but reviewers see only final AI text and a green approve button. They cannot inspect sources or change routing. A weak review loop creates false trust and slows users without reducing risk. Human review as a real control Evidence + authority + timing + routing A reviewer must have enough context to judge, permission to change the outcome, time before harm, and routing that sends the right cases. Theater Review everything after the model writes the final answer Routine cases move fast; uncertain cases get useful judgment. Design review around the decision point…
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