Updated 17 October 2026. Putting a person in a workflow does not establish meaningful oversight. The person needs enough information, time and authority to make a different decision.

Test the reviewer’s actual position

Begin with the information available at the review point. Can the person see the relevant request, evidence and uncertainty? A polished answer can be easy to approve while hiding the details needed to challenge it.

An illustrative review queue should make consequential differences visible. If every item looks routine, a reviewer may have to reconstruct the entire case to spot the exception. Good interface design can help the person focus on what needs judgement without pretending the system has already settled it.

Authority matters too. Can the reviewer reject, pause or escalate the action? Does the system respect that choice? A person who can only click “approve” is participating in a ceremony, not exercising oversight.

Test the workflow with deliberately problematic examples in an appropriate environment. Observe whether the reviewer notices the issue and can act. Do not use the result to make sweeping claims about all humans or all deployments; use it to improve this review process.

Test the reviewer’s actual position: review map
Question Evidence or action
Context Evidence and uncertainty are visible
Time Review can be performed meaningfully
Authority Reject, pause or escalate changes the outcome
Illustrative decision aid. Adapt it to the actual system and context.

The practical next step

Review the review process. The useful question is not whether a human appears in the diagram, but whether their judgement can alter what happens next.

Keep the resulting decision, its owner and unresolved questions in a short decision record. For claims about agent behaviour, connect the decision to evaluation evidence rather than relying on a successful demonstration alone.

Further primary reading: NIST AI Risk Management Framework. The review map and product recommendations above are my analysis, not a certification or a legal assessment of a particular deployment.