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LEVEL 01 · FOR ENGINEERS & PRACTITIONERSHardware Sizing Calculator
Model, quantisation, context, environment — out comes the VRAM floor, the hardware class that fits, indicative throughput and the power budget. Everything computes locally in this page; nothing you enter is sent anywhere.
INPUT Configuration
Model class
Quantisation
Context window
Concurrent users
Environment
Method: VRAM floor = parameters × bytes/parameter, plus KV-cache estimate (~0.012 GB per 1k context per 1B params) and runtime overhead. Indicative planning ranges — every AIOD proposal includes measured numbers from your configuration.
est. VRAM required—
hardware class—
indicative throughput—
power envelope—
recommended unit—
fit verdict—
Next step: we benchmark this exact configuration on real hardware and send you the measured numbers — free.
From estimate to evidence
We'll benchmark your spec on the bench.
Email the result above and we'll reply with measured throughput for that configuration — and what it costs as a sealed appliance.
REQUEST A BENCHMARK →