Enterprise Multi-Model AI on Azure: Designing an End-to-End Platform from Silicon to Secure Agents

Enterprise AI has crossed a threshold: models are no longer the entire product. Organizations are now building production systems where frontier models, smaller specialized models, and even open-weight variants must coexist—while data governance, security controls, reliability, and operational cost remain consistent. The practical change is that cloud platforms are evolving from