ISACA AAIR Exam Questions : ISACA Advanced in AI Risk

  • Exam Code: AAIR
  • Exam Name: ISACA Advanced in AI Risk
  • Updated: Aug 08, 2026
  • Q&As: 92 Questions and Answers

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AAIR exam dumps

ISACA AAIR Exam Syllabus Topics:

SectionObjectives
Topic 1: AI Risk Management- Risk identification and assessment for AI systems
  • 1. Model risk identification
    • 2. Operational risk in AI deployment
      Topic 2: Regulatory and Compliance Requirements- Global AI regulatory landscape
      • 1. Data protection and privacy regulations
        • 2. Industry standards for AI risk management
          Topic 3: AI Lifecycle Controls- Controls across AI development lifecycle
          • 1. Model validation and testing
            • 2. Data quality and preparation controls
              Topic 4: Ethics, Privacy, and Responsible AI- Ethical AI principles and compliance
              • 1. Bias and fairness mitigation
                • 2. Transparency and explainability
                  Topic 5: AI Governance and Strategy- AI governance frameworks and organizational oversight
                  • 1. Policy development for AI systems
                    • 2. Roles and responsibilities in AI governance

                      ISACA Advanced in AI Risk Sample Questions:

                      1. An organization deploys an autonomous system that makes decisions affecting compliance with regulations.
                      If those decisions could potentially produce regulatory breaches, which of the following BEST helps to manage associated liability exposures?

                      A) Restricting AI deployment to use cases with lower impact and delaying broader operational integration
                      B) Routing escalations through a single point of contact and prohibiting disclosure of proprietary information
                      C) Retaining documentation that provides explainability for decisions and embedding controls in oversight processes
                      D) Creating a separate compliance program for AI obligations and maintaining distinct reporting channels


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

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


                      3. Which of the following would be of GREATEST concern to a risk practitioner reviewing the testing and validation of an AI-driven technical support system?

                      A) Inaccurate outputs resulting from model drift
                      B) Infrequent incorporation of updated training datasets
                      C) Insufficient encryption of data at rest and in transit
                      D) Excessive dependence on manual sampling


                      4. An organization has developed an AI code of conduct outlining ethical use, data privacy, and transparency principles. Which of the following is the BEST approach to integrate the code of conduct into workforce training?

                      A) Engage external providers to deliver learning content with periodic updates.
                      B) Provide role-tailored education supplemented by scheduled refreshers.
                      C) Focus the training curriculum on compliance with AI-specific laws and regulations.
                      D) Incorporate the code of conduct into onboarding modules for new personnel.


                      5. Which of the following is the MOST important consideration when managing changes to an AI model in production?

                      A) Implementing stringent approval processes for user access to new model functionalities
                      B) Expediting rollout of changes in production to ensure service continuity and minimize downtime
                      C) Conducting rigorous validation to assess effects on predictive accuracy and model bias
                      D) Allowing operational teams to adjust configuration parameters for real-time performance tuning


                      Solutions:

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

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