How To Turn GPUs Into Revenue-Generating AI Services
DDN, Wednesday, March 18th, 2026
The AI infrastructure buildout is one of the largest capital mobilizations in technology history. Governments are funding national AI factories. NVIDIA Cloud Partners (NCPs) providers are deploying tens of thousands of GPUs to compete with hyperscalers.
Enterprises are standing up private AI infrastructure at a pace that would have been unimaginable three years ago.
And yet, for most of these organizations, the GPUs are sitting underutilized.
Not because of a hardware problem. Because of an orchestration problem.