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Running AI on your own hardware: what it takes

Last updated: November 02, 2026 · Author: Private AI Luxembourg editorial team

In short

A private model needs a machine with a suitable graphics unit, power and cooling, and someone who installs updates. If you would rather not keep that in-house, the same model runs in a data centre in the Greater Region – in both cases your data stays within your reach.

The two ways of running it

Your own server Data centre in the Greater Region
Investment one-off hardware monthly service
Power and cooling your task part of the building
Access from outside over your own line over managed access
Growth new hardware book more capacity

What determines the hardware

Not the processor but the memory of the graphics unit. It decides which model size runs and how many people can work at the same time. Everything else – storage, memory, network – follows from that.

What running it involves

A model is not a purchase but a service: updates, access, logs, a backup of the configuration. Leave that out and after a year you own a machine nobody touches.

The question that settles it

How many people will use it, and how often? For a single department a machine in-house is enough. As soon as several sites and varying load come into play, the data centre is the calmer route.

What you can do now

Decide how many people should work with it at the start. That number determines the hardware – not the other way round.

Common questions

Can we start small and grow later?
Yes. In the data centre by booking more capacity, in-house with a second machine. What matters is choosing a model that keeps both routes open.

Related

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