Research questionHow can enterprises determine whether an AI agent meets reliability targets at acceptable oversight and operating cost?Benchmark task-completion scores do not show whether an agent can satisfy a workflow’s reliability target in practice. Deployment decisions also depend on the human review required and the cost of operating the human–AI system.