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Guide · AI in Institutions

From an AI-use policy to decisions staff can actually follow

An AI policy that nobody applies is worse than none. Build it in a workshop, around the decisions staff actually face, and leave nothing important undecided.

Responsible principals: Michael Gagakuma and Kenneth Gagakuma6-minute readUpdated

Practice 04: AI governance & assurance

The short answer

Write an AI acceptable-use policy by deciding, with the people who will follow it: which uses are allowed, which data must never go into AI tools, which tools are approved, when outputs need human review, when AI use is disclosed, who is accountable and where to report problems. List every open decision rather than papering over it.

See the worked exampleOpen the free tool

Start from real decisions

Staff do not need a philosophy of AI. They need to know whether they may paste a client report into a chatbot, use AI to translate a beneficiary survey, or draft a funding proposal with it. Build the policy from questions like these.

The core choices

Allowed uses; banned data, such as personal data, health data, credentials and confidential bids; approved tools; review rules; disclosure rules; the accountable owner; and the incident route.

High-risk uses need more

Screening job applicants, public-facing chat and decisions about credit, health or education carry legal and ethical risks. Treat them as separate decisions, with specialist advice where needed.

A worked example

The AI policy template turns these choices into draft clauses and lists what is still open. In its worked example, the approved tools and the incident route are not yet decided, so both appear as “[Decision open]” for the workshop to settle.

What this guide does not cover

A policy draft is not legal advice. Have it reviewed against the laws that apply to you before adoption, and back it with training.

Examples in this guide are illustrative, not client results. Figures come from the free tool’s worked example; change the inputs in the tool to see your own.

What needs to move forward?

Tell us the decision, the challenge or the opportunity. We reply with a scoped approach, a named principal and a fee before any work begins.

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