Bare-metal GPU infrastructure is a physical GPU server dedicated entirely to one customer, with no hypervisor layer sitting between the workload and the hardware. AI inference needs it because virtualization overhead — extra data-path translation, scheduler jitter, and shared memory bandwidth — hits exactly the operations that dominate real-time model serving, inflating