Free Tool
GPU Waste Calculator.
AI teams waste up to 50% of GPU spend. See yours in 30 seconds. Estimate how much your inference fleet could recover through rightsizing — misplacement, over-provisioning, and OOM risk.
$
Total monthly cloud GPU bill across your fleet
⚠A100_80 (80 GB) cannot fit a 70B model in FP16 on a single GPU. Requires multi-GPU or INT8 quantization — adds memory bandwidth overhead.
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ParallelIQ Scanner (piqc) scans your Kubernetes cluster in seconds. No agents, no instrumentation, nothing changes in your cluster.