We built compute that can't fail. Now we're doing it for AI.
Hoonify comes from the world where the wrong answer is worse than no answer — national labs, mission-critical systems, science that can't be redone. We run the world's best open AI models on that same reliability bar, at a fraction of the cost.
Different workload, same engineering.
We ship compute for work that can't fail — national-lab simulations, weapons-stockpile certification, high-energy physics, climate modeling, drug discovery. Getting the answer right, every time, is the whole job.
AI inference is a new workload with the same demand: it has to be fast, private, and dependable at scale. So we brought the same engineering to it — and made the world's best open models easy to run and affordable to build on.
Same standards. New stakes. Pushing further every cycle.
The standards behind the platform.
The habits we carried over from work where the wrong answer is worse than no answer.
Correctness
Prove it, then ship it
We validate before anything reaches production. It's the discipline mission-critical compute demands — applied to every model we serve.
Reliability
Uptime is the baseline
Fault tolerance, recovery, and consistent throughput aren't features we upsell. They're the floor everything else is built on.
Openness
Open, and yours to keep
Open weights, standard APIs, nothing retained. You own your stack — and you can walk away with it whenever you choose.
Everyone builds AI. We power it.
Most AI runs on rented engines — closed models, on machines you don't own, that charge by the word and keep your data. Hoonify is built the other way around: the world's best open models, on infrastructure you control, with nothing retained. Same capability, your data, your hardware, no lock-in.
Why teams build with us.
The reliability bar we hold for work that can't fail — now behind an open-source AI platform anyone can build on.
Frontier quality, open weights
GLM-5.2, Qwen3.6-27B, Gemma-4-31B-it and more — open models that match the closed frontier on the work that actually pays the bills.
10–50× lower cost
Same answers, a fraction of the invoice. Most everyday workloads run 10–50× cheaper than the closed-API equivalent.
Drop-in compatible
OpenAI-compatible endpoints. Change one base URL and an API key — no SDK rewrite, no migration project.
Yours, no lock-in
Real prices, real terms, no surge. Open weights mean nothing holds your workload — or your roadmap — hostage.
The people behind the platform.
Founders out of Cray, Sandia National Laboratories, and decades of high-performance computing.
Andrew Clark
Co-Founder & CEO
25+ years delivering IT and cybersecurity solutions to industry and government.
Victor Kuhns
Founder & CTO
27 years as a supercomputing systems engineer at Cray Research and Sandia National Laboratories.
John Zivnuska
Co-Founder & COO
15 years in financial services and business operations across high-performance computing.
Same engineering. Open-source first.
Start building in minutes with 1M tokens free — or talk to our team about scaling and private deployment.
- The reliability bar of mission-critical compute
- Real prices, real terms, no surge pricing
- Private by default — your data stays yours
- Frontier-quality AI on open weights