AI-infrastructuur: waarom bedrijven miljarden verspillen aan ongebruikte GPU's

Enterprises have spent $401 billion on AI infrastructure this year, yet average GPU utilization remains stuck at just 5%, according to Gartner and real-world audits. Many organizations locked in expensive GPU capacity under multi-year depreciation cycles during the peak "GPU scramble," creating fixed costs regardless of actual usage. As these assets age and depreciate, companies face mounting pressure to shift from simply acquiring capacity to maximizing economic returns from already-deployed infrastructure, with underutilized GPUs becoming a critical financial concern for CFOs.