AI-GRACE is a framework for operationalizing agentic AI use cases, connecting governance and technical implementation. It assesses risks in seven domains, derives requirements for assurance and controls, and guides capability qualification and architecture. This framework helps organizations deploy AI while meeting obligations and delivering intended outcomes.