Comment by Ariki Ono

The AI steward works after AI execution. This role validates outputs against domain knowledge, operational reality, frontline context and known exceptions. It assesses impact on customers, workers, assets, safety and trust. It decides whether to accept, modify, reject, stop or escalate AI-supported actions, and feeds lessons back into work design, governance and future AI use.