ISACA AAIR Exam Questions : ISACA Advanced in AI Risk

  • Exam Code: AAIR
  • Exam Name: ISACA Advanced in AI Risk
  • Updated: Oct 12, 2026
  • Q&As: 182 Questions and Answers

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ISACA AAIR Exam Syllabus Topics:

SectionObjectives
Regulatory and Compliance Requirements- Global AI regulatory landscape
  • 1. Industry standards for AI risk management
    • 2. Data protection and privacy regulations
      AI Risk Management- Risk identification and assessment for AI systems
      • 1. Model risk identification
        • 2. Operational risk in AI deployment
          AI Lifecycle Controls- Controls across AI development lifecycle
          • 1. Model validation and testing
            • 2. Data quality and preparation controls
              AI Governance and Strategy- AI governance frameworks and organizational oversight
              • 1. Policy development for AI systems
                • 2. Roles and responsibilities in AI governance
                  Ethics, Privacy, and Responsible AI- Ethical AI principles and compliance
                  • 1. Transparency and explainability
                    • 2. Bias and fairness mitigation

                      ISACA Advanced in AI Risk Sample Questions:

                      Question #1

                      Which of the following is the BEST way for a risk practitioner to communicate rapidly evolving changes to the organization ' s risk profile resulting from the use of generative AI?

                      • A. Communicate root causes of unexpected generative AI model and algorithm behavior.
                      • B. Outline future innovation plans and initiatives that leverage AI capabilities.
                      • C. Provide real-world examples of risk impacts from generative AI incidents and breaches.
                      • D. Include both critical and non-critical AI risk in reporting to ensure comprehensive risk coverage.
                      Reveal Solution  Discussion  0

                      Correct Answer: C  🗳️

                      Explanation: Only visible for VCEPrep members. You can sign-up / login (it's free).

                      Question #2

                      Which of the following is MOST important when adding override controls to a deployed AI system?

                      • A. Aligning controls with AI risk appetite
                      • B. Documenting accountability for decisions
                      • C. Reducing bias in system outputs
                      • D. Minimizing operator training requirements
                      Reveal Solution  Discussion  0

                      Correct Answer: B  🗳️

                      Explanation: Only visible for VCEPrep members. You can sign-up / login (it's free).

                      Question #3

                      A credit-scoring AI solution exhibits steadily declining accuracy despite unchanged input distributions.
                      Which of the following should a risk practitioner consider to be the GREATEST risk?

                      • A. Concept drift leading to faulty decisions
                      • B. Technical delays affecting credit score updates
                      • C. Increased model retraining costs
                      • D. Underfitting resulting from shortened training cycles
                      Reveal Solution  Discussion  0

                      Correct Answer: A  🗳️

                      Explanation: Only visible for VCEPrep members. You can sign-up / login (it's free).

                      Question #4

                      Which of the following is the PRIMARY purpose of AI-driven classification controls such as image recognition or text sentiment analysis?

                      • A. Enabling unsupervised learning methods
                      • B. Enhancing predictive accuracy
                      • C. Determining data quality
                      • D. Improving resilience to data poisoning attacks
                      Reveal Solution  Discussion  0

                      Correct Answer: B  🗳️

                      Explanation: Only visible for VCEPrep members. You can sign-up / login (it's free).

                      Question #5

                      A business unit must implement and start using an AI system immediately and cannot follow the usual approval process. Which of the following is the BEST course of action?

                      • A. Meet with senior leadership and recommend changes to the AI strategy.
                      • B. Obtain approval from the risk owner for an exception to the policy.
                      • C. Initiate a pilot program to ensure use of the solution does not increase operational risk.
                      • D. Refer the issue to the legal department to obtain a single approval covering all AI solutions.
                      Reveal Solution  Discussion  0

                      Correct Answer: B  🗳️

                      Explanation: Only visible for VCEPrep members. You can sign-up / login (it's free).

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