Data Storage Infrastructure Must Be a Priority for AI Workloads
DDN, Tuesday, August 4th, 2026
DDN argues storage is the overlooked constraint determining GPU utilization in AI infrastructure.
DDN argues that storage is the overlooked constraint in AI infrastructure and that AI-ready data platforms actually determine GPU utilization.
The post explains how tokens per dollar and time to first token have become the core performance metrics for AI factories. Slow or poorly architected storage starves accelerators, leaving expensive GPUs idle.
DDN contends storage investment should be treated as a first-order decision rather than a downstream one.