AI systems now act autonomously, shifting governance from policy documents to real‑time control. The OpenAI and Anthropic breaches proved how exposed organisations are when authority isn’t enforced at execution. This post introduces a governance model that embeds Output Assurance directly into operational AI workflows to prevent unauthorised actions.