A practical checklist for responsible AI adoption in small teams

Responsible AI adoption does not require a large governance programme. For most small and mid-sized teams, it means answering a handful of practical questions before AI tools become part of everyday work, and revisiting them as usage grows. This checklist is a starting point, not legal advice.

Data

1. What information may be entered into AI tools? Decide which categories of data are allowed, which need approval, and which are never permitted. Personal data, client confidential information, and credentials usually belong in the last two groups.

2. Where does that data go? For each tool, find out whether inputs are stored, for how long, and whether they are used to train models. Business and enterprise plans often have different terms from free consumer versions.

3. Who approved each tool? Keep a short list of approved tools and the plan or account type in use. This reduces the chance of staff signing up for unvetted services with work data.

Accuracy and accountability

4. Which outputs need human review? Anything sent to customers, published externally, or used for decisions about people should be reviewed by a person who understands the subject.

5. Who is accountable for the result? Using an AI tool does not change who is responsible for the work. Make that explicit in your guidance.

6. How will errors be reported? Give people a simple way to flag incorrect or inappropriate output so problems are noticed and patterns can be addressed.

People

7. Has everyone had basic training? Short, practical sessions on what the tools do well, where they fail, and how to check their output help prevent avoidable mistakes.

8. Are people free to choose not to use AI for a task? Some work benefits from AI assistance; some does not. Staff should be able to raise concerns without penalty.

Transparency

9. When do you tell others that AI was involved? Decide when clients, partners, or the public should be informed that AI assisted with a piece of work, and be consistent.

Review

10. When will you revisit these answers? Tools, terms, and regulations change. Set a date, such as every six months, to review the approved tool list and your guidance.

Keep it short and visible

Write your answers down in plain language and keep them somewhere everyone can find. One or two pages is often enough to start with. Guidance helps only if people read it, so favour short and clear over comprehensive.