Commercial licensing
VRAMNeeded's catalog is sourced and dated: exact Hugging Face file sizes per precision, KV cache per token from each model's config.json, GPU and Mac memory from spec sheets, and checked rental prices. If you run a GPU cloud, build tooling or plan capacity, you can license it.
What we can offer (by agreement, no self-serve checkout yet):
- Higher API limits than the free tier (100 calls per day, attribution required)
- A versioned data feed (JSON/CSV) with
catalog_versionand checked dates - Use without the attribution link
What we don't sell: the calculator's answer. No partner can change a fit verdict, a number or a ranking. See Disclosure.
Enquire
Use Email Gary on the contact page with "Licensing" in the subject: who you are, what you'd use the data for, and roughly how many calls or how often you need updates. We'll reply personally. Pricing is set per deal for now.