Custom Model Fine-tuning for Defence & Aerospace

Most teams who ask for fine-tuning need better prompting and retrieval instead. We check that first, and say so when it is true. It saves you a quarter and a budget line.

In defence & aerospace, systems must run fully air-gapped, on open weights, with no external dependency whatsoever. That single fact reshapes how custom model fine-tuning has to be built here, the guardrails, the approval points and the evidence trail are design inputs rather than things bolted on before go-live.

The workload we are most often asked to take on first is logistics and inventory optimisation, usually integrated against simulation platforms. We start from the constraint, not the capability, what the system must never do, who signs off, and what happens when it is wrong.

Deployed across regulated and unregulated sectors, with audit trails where the regulator expects them. You own the code, the models where they are open-weight, and the documentation to run it without us.