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AI use-case brief: a one-page template

AI & governance2 min read

Most failed AI projects start with "let's add AI" instead of a specific problem. Fill in this brief before anything gets built.

Section Questions
Problem What task is slow, expensive or error-prone today? Who does it? How often?
Users Who will use the AI output: customers, staff or both?
Inputs What data or documents will the AI use? Who owns them? Are they current?
Output What exactly should the AI produce: an answer, a draft, a classification, an action?
Boundaries What must it never do or say? When must it hand off to a person?
Success measure Which number should improve, and by how much?
Baseline What is that number today?
Risks What happens if it's wrong? Who could be affected?
Human oversight Who reviews outputs, and who can switch it off?
Evaluation How will we test it before launch: which questions, what pass mark?
Owner Who is accountable after launch?

How to use it

  • Keep it to one page.
  • Get sign-off from the business owner and the team that will use it.
  • Revisit it after the first month with real results.

A clear brief also feeds directly into AI governance documentation, such as the impact assessments expected under ISO/IEC 42001.

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