What your security team will ask.

No. The model runs on hardware you control, and inference happens locally. There is no outbound call to a model provider. In an air-gapped deployment there is no outbound path at all, and we document the full data flow so your security team can verify it rather than take our word for it.

For the work most companies want, document search, summarising, drafting, classification, and internal Q&A, open models running on modest hardware are already strong enough to be useful every day. We test candidate models on your own documents during the pilot, so you judge quality on your work rather than on a benchmark.

It depends on model size and how many people use it at once. A small team assistant can run on a single workstation-class machine. Heavier workloads want a dedicated GPU server. We size it during the assessment and tell you honestly when renting a private GPU is cheaper than buying.

Keeping processing inside your own infrastructure removes the third-party processor, the international transfer, and the retention question in one move. We are not your compliance officer, but we give you the architecture documentation and audit logging your compliance officer needs to sign off.

There are two parts: a fixed-price engagement to design and deploy the system, and a running cost that is either hardware you own or a monthly private GPU. We quote both after the discovery call, before you commit to anything.

You keep everything. The system runs on your infrastructure with open models and documented configuration, and your IT team gets the runbooks during handover. There is no licence to expire and nothing that stops working when we stop.

No. We do the part they have not spent the last two years on, model selection, retrieval, deployment, and tuning, and we hand it over in a shape they can operate. Most of our work is alongside an internal team, not instead of one.

A working pilot on your own documents usually takes two to three weeks after the architecture is agreed. The discovery call itself takes 45 minutes and costs nothing.