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AI Risk Governance And Framework IntegrationhardMultiple ChoiceObjective-mapped

AAIR AI Risk Governance And Framework Integration Practice Question

When reporting AI risk to the board, which approach best demonstrates 'Risk Culture' maturity?

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Presenting a heatmap showing residual risk levels against the defined enterprise risk appetite.

Risk culture maturity is demonstrated by transparently reporting not just incidents, but the effectiveness of the risk management process itself, including the 'Risk Appetite' vs. 'Actual Risk' gap.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Listing all AI projects currently in production with their budget spend.

    Why it's wrong here

    This is financial reporting, not risk governance reporting.

  • Reporting solely on the number of successful cyber attacks against the AI infrastructure.

    Why it's wrong here

    This is focused on security incidents, not holistic risk management or culture.

  • Presenting a heatmap showing residual risk levels against the defined enterprise risk appetite.

    Why this is correct

    This shows an understanding of risk management and governance maturity.

  • Providing a list of all AI models currently undergoing training.

    Why it's wrong here

    This is operational data, irrelevant to board-level risk oversight.

About these practice questions

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JA

Written and reviewed by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

Last reviewed August 2026 · checked against the official ISACA exam blueprint

This AAIR practice question is part of Courseiva's free ISACA certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AAIR exam.