Who it serves
AI companies, ML engineers, Cloud providers. Secondary: Edge computing, IoT companies, Researchers.
Live tools
Try it right here
Everything below runs on this page. No sign-up to look around.
Search real optimized models
Live results from HuggingFace Hub - real models, real download/like counts, reference only.
Pro: 25 results (vs 8 free), sorted by downloads, 30-day pass - $4.00, real Stripe checkout.
Inference cost & quantization audit
Deterministic estimate from published bytes-per-parameter quantization math and standard GPU VRAM specs - not a live benchmark of your model. Enter a model's parameter count to see weight-memory and estimated cost impact of a precision change.