This handbook provides practical guidance for senior leaders, programme managers, and technical teams responsible for integrating artificial intelligence into UK public services. It has been developed in response to the growing need for structured, risk-aware approaches to AI adoption across central government departments, arm’s length bodies, and local authorities.