Model Harnesses.
The tooling that runs, tests and controls local models in production
The runtime around a local model: prompt templates, tool access, evaluation suites and logging. We build it on your hardware so every model change is tested before your staff see it.
A harness is everything around a local model that makes it dependable in daily use. It covers prompt templates, the tools and data the model can reach, evaluation suites and the logging of every request and response.
We build the harness on your own hardware alongside the model. Each change to a prompt, model or tool runs through the evaluation suite first, so regressions are caught before they reach your staff.
Swapping one open model for another becomes a configuration change, with the same tests applied to both.
How we deliver it.
- Discover and scope
- We review your processes, systems and goals, then agree the scope, budget and timeline with you.
- Build and ship
- We build and test your system in planned stages, with progress reviews at each agreed milestone.
- Train and hand over
- We deploy, document and train your staff, then provide ongoing support once the system is live.
- Get you running and keep you running
- We handle the whole project, from planning and building your systems to getting them live. After launch we stay on to support, maintain and update everything, so your team never manages the technology.
- Work with your team
- You know the problem but not the technical solution. We validate the idea, build the system and train the people who will run it. After launch, we step back or provide continued support where needed.
- Join your team
- You have staff and a roadmap, but a skills gap is slowing down your progress. We place one of our experienced engineers within your team to close it, for an agreed fixed period or on an ongoing basis.
More inside Local Generative AI.
Further reading.
Let us build your future
Bring us a plan or just an idea. We will arrange a discovery meeting with you to go through it.


