Cloud GPU infrastructure lowers the cost barrier to entry by offering a pay-as-you-go model, eliminating the need for significant upfront capital expenditure on hardware. While on-prem may offer I/O cost savings or hardware control, the cloud's accessibility and reduced initial investment make it a compelling choice for organizations seeking immediate GPU access without large sunk costs.
(Reference: NVIDIA AI Infrastructure and Operations Study Guide, Section on Cloud GPU Advantages)