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AI Security

Interview question · AI Governance, Risk & Compliance

What do the UK AI cyber security code, ETSI's AI baseline standard and NIST's draft Cyber AI Profile ask for, and how would you use them?

Frameworks for AI risk are plentiful; baselines that say what security controls an AI system needs are newer. The scored answer knows what each one is, how binding it is, and how to turn it into a control set.

mediumNewPreparation tags: Microsoft, Google, IBMUpdated Nov 2026

Frameworks for AI risk are plentiful; baselines that say what security controls an AI system needs are newer. The scored answer knows what each one is, how binding it is, and how to turn it into a control set.

Make your first attempt

What would you say before reading the answer?

  1. 01 State the assumptions your answer depends on.
  2. 02 Explain the mechanism and choose a control.
  3. 03 Name a condition that would change your decision.

The worked answer includes an approach, scoring criteria and follow-up questions. Compare the reasoning with your own.

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What if · the follow-ups in this answer

The answer works through 4 follow-ups like an interviewer would

A customer's procurement questionnaire asks whether your AI product 'complies with ETSI EN 304 223 and the NIST Cyber AI Profile'. Your team has a strong security programme but has never mapped it to either.

  1. How do you answer accurately today?
  2. How do you build the mapping efficiently?
  3. Which gaps would you expect, and how do you close them?
  4. How do you summarise AI security baselines?

Each rung has a nudge, a model answer, the principle that carries over and the weak answer to avoid. Premium opens every answer and ladder.

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