The new economics of enterprise AI

Enterprise AI economics is shifting from token or GPU-hour cost to effective cost per useful business outcome. HPE argues owning GPUs only pays off with sufficient demand and operational discipline, and its Private Cloud AI bundles scheduling, model selection, GPU partitioning, and KV-cache management with a 90-day forward-deployed engineering engagement.