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AI use, safety, and governance

A practical framework for adopting AI tools responsibly: data classification, acceptable use, deployment options, and governance that keeps pace with capability.

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21 February 2026
1

Classify data before choosing tools

  • Define what data is public, internal, sensitive, and restricted before anyone uses AI tools.
  • Match deployment options to data sensitivity: public tools for public data, enterprise or self-hosted for anything sensitive.
  • Review data processing agreements and understand where prompts, outputs, and training data are stored.
2

Set clear acceptable use expectations

  • Publish simple guidance on what AI tools staff can use and for what purposes.
  • Provide role-specific examples: drafting emails is different from processing pupil data or financial records.
  • Create an escalation path for edge cases so staff ask rather than guess.
3

Govern and iterate

  • Log AI decisions and assumptions so governance stays coherent as tools evolve.
  • Review policy quarterly and update when new tools are adopted or risks change.
  • Train staff on both capability and limitation, especially hallucinations, bias, and data leakage.

Next steps

If you want help turning guidance into delivery, these are common starting points.

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