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The Compliance Cost Institute

GPU Training & Inference Cost Estimator

Estimate GPU training and inference costs across providers. Compare A100, H100, H200 pricing with utilization-adjusted calculations.

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Training Workload

Total GPU-hours for a single end-to-end training job (e.g., 8 GPUs × 24 hrs = 192 GPU-hrs)

10 hr500 hr50000 hr
hr

Include fine-tuning jobs, experiment sweeps, and production retraining cadences

14100

Select the GPU class that matches your model size and training requirements

Effective MFU (model FLOPS utilization) — most workloads achieve 30-60%

20%45%90%
%

Larger batch sizes improve utilization but require more VRAM

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