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ISACA AAIR pass test : ISACA Advanced in AI Risk

AAIR actual test
  • Exam Code: AAIR
  • Exam Name: ISACA Advanced in AI Risk
  • Updated: Aug 11, 2026
  • Q & A: 92 Questions and Answers
  • PDF Demo
  • PC Test Engine
  • Online Test Engine
  • Total Price: $59.99  

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ISACA AAIR Exam Syllabus Topics:

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

                      ISACA Advanced in AI Risk Sample Questions:

                      1. An organization integrates multiple AI services using APIs to enhance a customer support chatbot. Which of the following is the GREATEST risk?

                      A) Customer dissatisfaction from operational delays
                      B) Unauthorized disclosure of sensitive records via insecure external connections
                      C) Insufficient training datasets due to outdated or limited sample coverage
                      D) Greater likelihood of bias or inaccuracy in chatbot responses


                      2. Which of the following is the MOST important benefit of deploying continuous monitoring and automated anomaly detection for AI models in production?

                      A) Enhanced interpretability and transparency of model decisions
                      B) Automated risk register and vulnerability database updates
                      C) Improved alignment of model outputs and behavior with organizational strategic goals
                      D) Timely identification of adversarial intrusions and unauthorized parameter changes


                      3. An organization has deployed an AI system to automate critical data analysis functions. Which of the following is the MOST appropriate way for the risk practitioner to assess the multiple sources of risk associated with this situation?

                      A) Rate each risk factor independently as a basis for ordering mitigation actions.
                      B) Document the exploitable technical limitations of all AI system components.
                      C) Quantify the financial impact of competitors' realized risk events on AI initiatives.
                      D) Prioritize the risk factors most likely to generate substantial harm.


                      4. An organization has deployed generative AI tools broadly but lacks a consistent method to refresh governance policies and controls. Which of the following is the risk practitioner's BEST recommendation?

                      A) Implement systematic updates and emphasize alignment with emerging regulatory expectations.
                      B) Schedule annual compliance reviews and integrate audit findings into revision planning.
                      C) Centralize decision making and concentrate authority within executive leadership and technical owners.
                      D) Establish an ongoing review cadence and codify procedures for reassessment.


                      5. Which AI security by design option BEST mitigates targeted model poisoning and supply chain tampering?

                      A) Frequent data refreshes with checksums
                      B) Frequent model retraining and bias monitoring
                      C) Adversarial resilience and data integrity controls
                      D) Use data tokenization for sensitive fields


                      Solutions:

                      Question # 1
                      Answer: B
                      Question # 2
                      Answer: D
                      Question # 3
                      Answer: D
                      Question # 4
                      Answer: D
                      Question # 5
                      Answer: C

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