Insurance AI is shifting from recommendation engines to agents that can access data, call tools and trigger actions. This article explains why insurers need runtime governance, including agent inventory, policy enforcement, evidence trails, human decision gates and containment controls, to scale agentic workflows without losing accountability or operational control today.