The Enterprise Above the Clouds: Designing an AI-Driven Hybrid Operating Model Across NSX, Azure, and VCF

This article explores a practical architecture for an AI-driven hybrid operating model spanning VMware Cloud Foundation (VCF), NSX, and Azure. It argues against a single universal control plane, advocating for a federated approach where each platform retains local authority while shared identity, policy, telemetry, and automation create coherence. Key topics include NSX for networking, Azure Arc and Azure Local for edge, ExpressRoute and Virtual WAN for connectivity, and the role of AI in enterprise signal processing. The piece provides strategic guidance for IT leaders and architects managing multi-cloud complexity.