A practical guide
Start small enough to check properly.
Choose a useful first AI task by defining the input, expected result, information boundaries and human checks before expanding the workflow.
01 / In practice
1. Pick a task with a recognisable answer.
Start with work you understand well enough to review. Organising rough notes, drafting an explanation from approved facts or suggesting an outline can be useful candidates. A high-stakes decision you cannot independently assess is a poor first experiment.
Describe the result in a sentence. 'Help prepare a first draft of our service FAQ from these checked notes' gives the tool a clearer role than 'improve my marketing'.
02 / In practice
2. Decide what information is safe to use.
Begin with public, approved or anonymised material. Check the tool’s account settings and data handling before using private customer, staff or business information, and share only what the task needs.
- What facts does the task actually need?
- Which details can be removed or replaced?
- Do you have permission to use the material?
- Where will the input and output be stored?
- Who should be allowed to see the result?
03 / In practice
3. Write the brief and the checking rule.
Explain the audience, task, source material and desired format. Tell the tool what it must not assume. Ask it to flag gaps instead of supplying missing facts. Then decide which parts a person will check before the result is used.
For a customer reply, that might mean checking service availability, price, tone and whether the message answers the actual question. For an internal summary, it might mean comparing key points with the original notes.
04 / In practice
4. Test the awkward examples.
Try an incomplete input and a question outside the approved facts. Does the workflow stop and ask, or does it invent a confident answer? Record the failure and revise the instructions. A useful process should make uncertainty visible.
Keep a manual route and a clear human owner. Only expand once the task is consistently useful and you understand its limits. If preparing and checking the answer takes longer than doing the original task, choose a different use or keep the simpler method.
For example
An appropriate boundary
AI can draft a reply using approved service information. It should not decide a new price, promise a date or claim a qualification. Those facts need to come from the business and be checked before sending.
Illustrative example.
Start with a conversation