Private AI infrastructure and AI agents, run in-house
Private AI infrastructure means language models run on servers that belong to your company or are operated exclusively for you. Your data never leaves the building or the EU. This becomes worthwhile from a regular usage volume upwards, with personal or business-critical data, and anywhere traceability is required.
Three reasons companies call us
The bill grows faster than usage
As soon as a use case scales, billing per request becomes the largest line item. Nobody can reliably estimate it in advance.
The data must not leave the building
Client data, patient data, design data. Processing outside your own control is either prohibited or unenforceable.
The first attempt fizzled out
A pilot ran, then nothing happened. What was missing was data preparation, system connections and someone to take over operations.
What you get
| Building block | What is in it | Where it runs |
|---|---|---|
| Model operations | Models with open weights, chosen for your use case, not for leaderboard rank. You can take the weights with you at any time. | Your hardware or named zone |
| Knowledge connection | Your documents and business systems are connected, with per-user permission checks and a traceable source citation in every answer. | in your network |
| Agents and workflows | Processes that cost time today run as a workflow with approval points. No automation without control. | in your network |
| Logging and permissions | Who asked what, which model answered, on which source. Evaluable for audit and data protection. | in your network |
| Operations | Monitoring, model maintenance, cost control, tracking of regulation, a named contact. | by us, see Operations |
What running it yourself costs
We disclose usage profile, model size, utilisation and term, and calculate against billing per request. You can repeat the calculation with your own figures.
Go to the calculator → · All assumptions as a PDF →
The exit is written into the contract
| What you take with you | Model weights, fine-tuning, data, configuration |
| In what format | documented, no proprietary wrapper |
| Within what period | named in the contract, not decided on the spot |
| What it costs | nothing |