Worldwide spending on artificial intelligence infrastructure reached $318 billion in 2025, more than double the prior year, and IDC projects another $487 billion in 2026. Yet many deployments of enterprise graphics processing units (GPU) remain poorly utilized. Some industry estimates put average utilization around 5%.