Inference GPU sizing: test latency and throughput before comparing cost
Build a representative inference test with model, precision, context, concurrency and quality targets. Connect the measured result to a transparent GPU budget.
AI Inference GPU Cost Calculator
Estimate an inference budget from explicit assumptions. Arvica confirms capacity and complete charges in a proposal.
Buying guides and pilot worksheet
How much GPU memory does a 70B model really need?
A weights-only calculation is a useful first filter. A deployment decision needs context length, concurrency and a measured memory budget.
GPU pilot brief and scorecard: a practical selection worksheet
Download an editable worksheet to agree scope, compare configurations and decide whether to stop, adjust or scale. An evaluation method, not a customer case study.