Hybrid AI Deployments Outperform Pure Cloud and On-Premises on Cost, Latency, and Compliance The Measured Cost Gap Between Pure and Hybrid Models Pure cloud AI runs generate predictable but high variable expenses once inference volume scales. A 2023 analysis of enterprise workloads showed that moving 40% of inference to on-premises GPUs cut monthly cloud bills by 31% within six months for...