Calculator

What could optimized kernels save you?

Estimate how much GPU spend you could recover by optimizing the kernels in your workloads.

GPU type

Assumed on-demand rate $3/GPU-hourNumber of GPUs

Average utilization — 70%

Optimizable share of time — 40%

Time spent in kernels that can be tunedAssumed kernel speedup — 1.30×

Conservative default; varies by workload

Estimated monthly GPU spend

$24,446

Potential monthly savings

$2,257

9.2% lower compute cost

Annualized

$27,079

Validate this on your workload

Estimates only. GPU-hour rates are approximate public on-demand prices; actual speedups depend on your models and hardware and are measured during onboarding.