ISACA AAIR : ISACA Advanced in AI Risk

AAIR real exams

Exam Code: AAIR

Exam Name: ISACA Advanced in AI Risk

Updated: Oct 11, 2026

Q & A: 182 Questions and Answers

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ISACA AAIR Exam Syllabus Topics:

SectionWeightObjectives
AI Life Cycle Risk Management21%- AI Design, Development/Procurement, and Documentation
- AI Model Training, Testing, and Validation
- AI Data and Asset Management
- AI Implementation, Maintenance, and Decommissioning
AI Risk Program Management42%- AI Risk Assurance and Continuous Improvement
- AI Risk Monitoring and Reporting
- AI Risk Response and Mitigation
- AI Risk Identification and Assessment
AI Risk Governance and Framework Integration37%- AI Trustworthiness, Ethical and Societal Implications
- AI Organizational Processes and Alignment
- AI Ownership, Oversight, and Accountability
- AI Models, Frameworks, Strategies, and Use Cases
- AI Regulatory Compliance and Legal Considerations
- AI Policies, Procedures, and Organizational Training

ISACA Advanced in AI Risk Sample Questions:

Question #1

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. Provide role-tailored education supplemented by scheduled refreshers.
  • B. Incorporate the code of conduct into onboarding modules for new personnel.
  • C. Focus the training curriculum on compliance with AI-specific laws and regulations.
  • D. Engage external providers to deliver learning content with periodic updates.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #2

Which of the following is the MOST significant risk when an organization depends on a single AI vendor ' s proprietary environment?

  • A. Prohibitive migration costs
  • B. Lack of transparency
  • C. Reduced AI scalability
  • D. Higher initial expenditures
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #3

Which of the following is the MOST important reason for a risk practitioner to classify AI risk using threat actor profiles?

  • A. To align AI threat and vulnerability risk with the overall IT control taxonomy
  • B. To develop response metrics for AI cybersecurity incidents
  • C. To ensure external threats to corporate assets are given highest priority
  • D. To tailor controls to adversary motivations and capabilities
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #4

Which of the following is the MOST important objective when selecting AI controls based on dataset evaluation and validation?

  • A. Recalibrating data values efficiently in real time
  • B. Monitoring changes and trends in model explainability
  • C. Aligning controls with recognized industry frameworks
  • D. Preserving model fairness and accuracy
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #5

Which of the following BEST helps to ensure AI model outputs can be reproduced in other environments?

  • A. Maintaining continuous post-deployment performance monitoring
  • B. Implementing AI-specific change management processes
  • C. Capturing and archiving complete snapshots of training datasets
  • D. Requiring manual review of outputs for stability and accuracy
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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