Practical AI Guides · Content reliability

When Should I Ask a Subject Matter Expert to Check AI Work?

Some AI work needs a subject matter expert. A general check may not be enough when the answer could affect someone’s rights, safety, money, privacy or a technical decision.

The practical point

Ask a subject matter expert when a wrong answer could cause real harm or when a general reviewer cannot tell if the answer is correct.

1 Check 1

The source is technical or regulated

If the material depends on specialist rules, systems or standards, ask someone who works with that area.

2 Check 2

The answer affects rights or money

Get subject matter expert help when the AI output could affect a customer’s rights, fees, refund, contract, benefits or payment.

3 Check 3

The topic involves safety, law or security

Do not rely on a general review for health, safety, legal, privacy, security or high-risk technical questions.

4 Check 4

The reviewer cannot tell if it is correct

If the person checking the work is guessing, stop and ask someone with the right knowledge.

5 Check 5

The cost of being wrong is high

Ask for specialist review before publishing, sending or using AI work when a mistake would be hard to undo.

How to ask

Give the subject matter expert a clear question

Send the source, the AI output, the decision being made and the areas of uncertainty. Do not ask the subject matter expert to approve a vague request.

Worked example

See it in practice

AI drafted guidance about handling personal data. The editor checked the wording, but asked the privacy lead to resolve the retention question before publication.

What good looks like

The right person resolves the difficult issue instead of a general reviewer guessing.

Prompt you can copy 
Review this AI output and identify questions that need a subject matter expert. Separate points a general reviewer can check from points needing legal, privacy, security, health, safety or technical knowledge. Do not try to answer those specialist questions yourself. List the evidence and questions to send to the subject matter expert.
Output and source:
[PASTE MATERIAL]

Edit the words in square brackets before you use it.

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Published by the Nova9 editorial team. Last checked July 2026.