An analyst-driven guide for enterprise IT decision makers evaluating on-premise AI in 2026. Covers when local infrastructure makes sense, total cost of ownership, vendor roles across Dell, NVIDIA, Cisco, HPE, Lenovo, Supermicro, Pure Storage, and Broadcom, and the strategic questions to answer before committing budget.