AI Agent Deployments Favor Hybrid Mix as On-Prem GPUs Cost Tens of Thousands

Enterprises should place AI agents by workload profile rather than choose a blanket cloud or on prem strategy, because agents combine inference, tools, memory and integrations with different infrastructure needs.