Enterprise AI GPU Utilization Stuck at 5% While Inference Costs Jump 34% to 41% of Budgets

r/singularity·medium signal

VentureBeat reports average enterprise GPU utilization remains at just 5%, meaning companies pay for ~20x more GPU resources than they actually use, even as inference costs rose from 34% to 41% as a top enterprise priority. AWS raised H200 Capacity Block prices 15% in January 2026, breaking a two-year declining trend. Total inference spending jumped from $9.2B (2025) to $20.6B (2026). The 188-upvote r/singularity thread calls this the '$401 billion AI infrastructure problem enterprises can't keep ignoring.'