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Local or hosted AI models: what to use for business data

17 October 2026 · 2 min read · FutureInvoked

The two options

A hosted model runs on the provider's servers. You send text, it sends an answer back, and you pay for what you use. A local model runs on a computer you control, using software such as llama.cpp or Ollama, and nothing is sent anywhere.

Choose hosted when

  • The task needs the best available quality, such as drafting long texts or working across many documents.
  • The data is not sensitive, or the provider's terms for handling it are acceptable to you.
  • Use is occasional, so paying per use costs less than owning capable hardware.

Choose local when

  • The data must not leave your premises: client files, health or financial records, internal documents.
  • The task is narrow: sorting, extracting fields, summarising your own documents.
  • It has to work offline, or with a fixed cost instead of a usage bill.

What local costs you

Local models are smaller than the largest hosted ones, so expect weaker results on open-ended writing and complex reasoning. They need a reasonably powerful computer, above all enough memory, and they are slower. Test both on a sample of your real work before deciding: for some tasks the difference is small, for others it is large.

Using both

A common split is to let a local model handle the steps that touch sensitive data, such as reading documents and pulling out fields, and to send only the non-sensitive result to a hosted model for drafting. Either way, keep a person reviewing the result; our guide on human-in-the-loop AI covers how.

Shift Brief uses a local model to select the evidence for a brief, and Forensic Lens runs a model inside a browser extension.

Before you decide

Write down which data the tool will see, how sensitive it is, and roughly how much text it will process in a month. Those three answers point to local, hosted or a mix. Our page on AI integration with human controls describes how we build either kind.

Related service

  • AI integration with human controls Research assistants, source-backed drafts and approval workflows that connect AI models to your context, while a person makes the decisions.

Related projects

  • Shift Brief A local-model briefing workflow over synthetic business status and read-only tools.
  • Forensic Lens A browser-extension integration for captured pixels and local model inference.

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WHAT TO PUT IN IT

  1. The taskWhat is done by hand today, and how often.
  2. The toolsWhere the data lives: files, sheets, apps.
  3. The resultWhat a good outcome looks like for you.
  4. The timingWhen you need it.
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