Free Tool
GPU Sizing Calculator.
Most teams overprovision by 2–3×. Get a GPU type, node count, and scaling strategy recommendation based on your model and traffic pattern — before you commit.
Estimates assume an optimized serving framework (vLLM-equivalent) and standard transformer architecture. Throughput is scaled from empirical baselines and will vary by serving stack.
Already deployed? See actual vs. predicted.
ParallelIQ Scanner (piqc) scans your running Kubernetes cluster in seconds and shows you exactly where your GPU sizing is off — misplacement, over-provisioning, dark capacity.