Self-hosted AI, measured on your own tasks.
The benchmarks on this site come from hands-on work with open models. If you want the same rigour applied to your own situation, we can help.
How we can help
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Model selection
Which open model is good enough for your task? We compare candidates, sizes and quantisations on the benchmarks we publish and on tests built from your own data, so the pick rests on numbers.
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Hardware and budget sizing
What do you actually need: one workstation GPU, a small server, a rack? We work backwards from your workload, latency target and budget to a setup that fits, and tell you when renting is the better deal.
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Deployment and operations
Runtimes, serving, quantisation, monitoring, updates. We help you get a model running reliably on your own infrastructure, and leave you able to operate it.
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Custom evaluations
Generic leaderboards only go so far. We build benchmarks for your tasks, including the awkward cases: stray instructions in the input, strict output formats, data that must not leak.
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Privacy and compliance architecture
Keep inference inside your borders, your network or your air gap. We help design the setup and the paper trail that go with it.
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Hybrid setups
Route sensitive or high-volume work to models you run and the rare hard problem to a frontier API. We help you draw that line and build it.
How we work
- Measure first. Recommendations come from benchmarks, not from vendor slides or hype.
- Honest about fit. If a hosted API is the better choice for you, we will say so.
- Built to be handed over. For your own evaluations you get the tests, settings and results, so you can rerun them when models or hardware change. The goal is a setup your team understands and runs without us.
Get in touch
Tell us what you are trying to do, and what is in the way. A few lines is enough to start the conversation.