A proposed evaluator flags possible incomplete tasks, unsupported claims or tool misuse for inspection. Human reviewers establish whether the flags are useful.
Do not treat a second AI judgment as independent ground truth merely because it comes from another model. The value is a better review queue and a faster route from recurring failure to a fix.
Keep the prediction and final action as separate records. Log state, questions, answers, confidence and outcome so operations can reconstruct what happened.
This pattern fits high-volume verification: every response or agent run can be checked without granting the verifier remediation authority.