Same GPUs, 33 Points More Utilization: Allocation Order, Not Hardware
A constraint-aware GPU allocator beat FIFO on identical hardware and workloads, lifting utilization by up to 33 percentage points across all seven benchmark scenarios and priority-weighted output by up to 105%. The insight for AI infrastructure: when batch and elastic workloads contend, scheduling order is where idle capacity hides.