# FitGPU

> Free local-LLM hardware helper: estimate VRAM for a model/quant/context, pick a GPU, and compare measured Ollama tok/s benchmarks (including AMD iGPUs). Formulas are published; estimates are labeled as estimates.

FitGPU is at https://fitgpu.com. Contact: lorne.panek@gmail.com. Related YouTube: https://www.youtube.com/@MyFirstMiniAI

## Main pages

- [VRAM / GPU picker](https://fitgpu.com/): Estimate weights + KV cache VRAM and see recommended GPU tiers with Amazon search links (tag fitgpu-20 when Associates is live).
- [Benchmarks](https://fitgpu.com/benchmarks): Measured Ollama results (median of 3 runs) plus labeled community and unverified web-sourced rows.
- [Prices](https://fitgpu.com/prices): GPUs (12GB+ VRAM) and DDR4/DDR5 RAM with retailer links (eBay Partner Network campaign when configured).
- [Methodology](https://fitgpu.com/methodology): How VRAM estimates are calculated and what is / is not a measurement.
- [Submit results](https://fitgpu.com/submit): Contribute community benchmarks via the free local bench kit.
- [About](https://fitgpu.com/about): What FitGPU is and affiliate disclosure.
- [Sponsor](https://fitgpu.com/sponsor): Early sponsorship options (always labeled Sponsored; benches never altered).
- [Roadmap](https://fitgpu.com/roadmap): Live features and planned work (no promised dates).
- [Privacy](https://fitgpu.com/privacy) · [Terms](https://fitgpu.com/terms)

## Machine-readable data

- [benchmarks.json](https://fitgpu.com/benchmarks.json)
- [community-benchmarks.json](https://fitgpu.com/community-benchmarks.json)
- [prices.json](https://fitgpu.com/prices.json)
- [gpu-specs.json](https://fitgpu.com/gpu-specs.json)
- [Bench kit ZIP](https://fitgpu.com/fitgpu-bench-kit.zip)
- [Sitemap](https://fitgpu.com/sitemap.xml)

## Optional

- Estimates are not guarantees; real tok/s depends on drivers, runtime, and settings.
- Some buy links are affiliates (Amazon, eBay); disclosed on-site.
- Newsletter: Buttondown embed on the site (fitgpu).