Enterprise AI buyers admit their GPUs are mostly underused

VentureBeat Research's June survey found control gaps across compute, agent identity, evals, cost tracking, context and orchestration.

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Primary source: VentureBeat

Why it matters

The next AI infrastructure budget fight is shifting from access to GPUs toward proof that companies can use, meter and govern the compute they already bought.

An illustration shows idle GPU server racks in an enterprise data center, symbolizing enterprise AI buyers' underused hardware.

Matt Marshall's VentureBeat Research survey landed on July 10th with a number that should slow every AI infrastructure purchase order: 86% of enterprises operating their own GPUs say those chips run at 50% utilization or less.…

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