How AI Predicts GPU Needs to Reclaim Billions in Wasted Compute

Datacenters waste approximately $8.5 million per month in compute resources due to users over-provisioning to avoid job failures. Expanse's AI-powered resource prediction analyzes job source code, submission scripts, and hardware telemetry to accurately forecast actual resource requirements, potentially recovering 30-40% of unused cluster capacity—a transformative solution for HPC facilities, AI labs, and large-scale computing organizations.