AI is not a standalone sector; it creates value only when embedded in real industries. Countries should build cognitive infrastructure, including data, institutions, talent, and inherent local domain knowledge—not just compute capacity—to operationalize AI for real-world impact. The winning strategy is to strengthen what a country already does well and use AI to move into adjacent higher-value activities.