This design assumes a central platform ownership model where AI delivery is governed end-to-end with strict separation between experimentation and production accountability. Governance is enforced through identity-led control and policy discipline, ensuring all AI assets move through auditable approval pathways. Consumption is API-first to enable controlled reuse rather than fragmented deployments. Azure provides the execution context, anchored through Microsoft Entra ID and Azure Policy to maintain identity assurance and compliance consistency.