ChatGPT, Copilot, Gemini — convenient, yes. But your prompts, documents, and data are processed on external servers, potentially outside the EU. That is a problem under GDPR, NIS2, and depending on your sector, HIPAA as well. Many organisations don't realise they are already in breach.

I build and deliver turn-key private AI infrastructure — fully self-hosted, air-gapped if needed, zero data leaving your premises or your jurisdiction. Open-source LLMs, private document search, internal tooling, staff training included. Deployable on-premise or on GDPR-compliant Finnish/EU cloud.

Interested? Reach out on LinkedIn and let's talk specifics.

Not a VPS. Not AWS. Not a €2000/month Kubernetes cluster. A secondhand Lenovo laptop from 2012, sitting in a flat in Finland, serving this site, the LLM stack, and several other apps — simultaneously, without breaking a sweat.

In the IRC Galleria era, machines a fraction as powerful served hundreds of thousands of users. That principle never stopped being true — we just forgot it somewhere between the first AWS bill and the third microservice. Optimised architecture, event-driven design, and local hardware still beat the cloud on cost by an order of magnitude.

Running your own stack isn't exotic. It's a T430, Docker, nginx, and a bit of sense. I can help you figure out what you actually need — and what you're massively overpaying for.

Curious what your infrastructure costs could look like? Let's talk.