The article presents a comprehensive enterprise AI maturity model that shifts attention away from foundation models toward the organizational capabilities required for long-term success. It outlines four stages of AI adoption, defines strategic objectives, governance principles, and architectural constraints, and proposes a layered technology stack spanning identity, security, data, retrieval, AI infrastructure, governance, and policy.