Where Neocloud Fits in Enterprise AI Infrastructure

Neoclouds can add GPU capacity for AI and HPC without replacing the broader cloud estate, but they introduce new orchestration, cost, security, and governance decisions. The article explains where GPU-focused clouds fit alongside hyperscalers and private infrastructure, which workloads benefit, and how to plan utilization, scheduling, storage, monitoring, and data protection. For technology leaders, the key decision is whether specialized GPU capacity improves economics and performance enough to justify another operational layer.