Sopiane Systems
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7 min read

Local LLMs: when running on your own infrastructure pays off

Data protection, cost and performance — the three factors that decide.

Interest in local models rarely comes from technical curiosity. It usually stems from a data-protection or contractual constraint.

The first question is always data classification: what genuinely cannot leave the organisation. Often that is a fraction of the content, and a hybrid setup is enough.

The second is hardware. A mid-sized model runs on a well-specified workstation or server today, but concurrent users push requirements up quickly.

The third is maintenance: model updates, evaluation and debugging all become internal responsibilities. Plan for that up front.

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