Tag

#compute costs

2 stories tagged compute costs.

Donut chart showing enterprise GPU utilization at 5% versus 95% idle capacity, with the utilized slice at 5% and the idle slice at 95%, illustrating the GPU utilization crisis in AI infrastructure.

Enterprise GPU utilization at 5% is the new AI wall

Enterprise GPU utilization sits at roughly 5%, six times worse than a no-effort baseline. GPU utilization is now the binding constraint for AI infrastructure.

Lars Cornelissen · Jul 31, 2026

Heatmap showing AI compute cost measurement maturity across 107 enterprises. Only 8 percent have mature tracking, 52 percent have partial tracking, and 40 percent have little or none. Source: VentureBeat survey.

Engineering

AI compute cost gap: 92% of enterprises fly blind on spend

The AI compute cost gap is widening: 92 percent of enterprises lack mature cost tracking for AI infrastructure even as 45 percent plan to switch or add providers within a year, risking runaway spend.

Lars Cornelissen · Jul 17, 2026