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ISACA Advanced in AI Risk : AAIR

AAIR

Exam Code: AAIR

Exam Name: ISACA Advanced in AI Risk

Updated: Oct 13, 2026

Q & A: 182 Questions and Answers

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ISACA AAIR Exam Syllabus Topics:
SectionWeightObjectives
Topic 1: AI Risk Program Management42%- AI Risk Identification and Assessment
- AI Risk Assurance and Continuous Improvement
- AI Risk Monitoring and Reporting
- AI Risk Response and Mitigation
Topic 2: AI Risk Governance and Framework Integration37%- AI Models, Frameworks, Strategies, and Use Cases
- AI Policies, Procedures, and Organizational Training
- AI Organizational Processes and Alignment
- AI Trustworthiness, Ethical and Societal Implications
- AI Ownership, Oversight, and Accountability
- AI Regulatory Compliance and Legal Considerations
Topic 3: AI Life Cycle Risk Management21%- AI Implementation, Maintenance, and Decommissioning
- AI Model Training, Testing, and Validation
- AI Data and Asset Management
- AI Design, Development/Procurement, and Documentation
ISACA Advanced in AI Risk Sample Questions:

Question #1
Which of the following BEST helps to ensure AI model outputs can be reproduced in other environments?

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


Question #2
Which of the following is the PRIMARY purpose of applying thorough cleansing and normalization to AI training data?

A. Avoiding noncompliance with regulations for handling sensitive data
B. Reducing computational overhead and associated cost
C. Addressing statistical distortions in training data that could cause model bias
D. Ensuring model training processes can be efficiently executed


Question #3
An organization depends on multiple external suppliers for AI models and training datasets. Which of the following is MOST important to have in place in order to reduce supply chain risk?

A. Verifiable end-to-end provenance and audit trails for externally sourced artifacts
B. Standard indemnity clauses in vendor contracts to assign liability responsibilities
C. Requirement for vendors to provide documentation of model training methods used
D. Appointment of a vendor risk manager with AI expertise to serve as a single point of contact


Question #4
Which of the following poses the GREATEST risk during the development phase of an AI system?

A. Inadequate mitigation of data poisoning attacks
B. Insufficient scalability and load testing procedures
C. Delayed integration of model explainability capabilities
D. Failure to maintain comprehensive model documentation


Question #5
Which of the following is the GREATEST risk when AI governance fails to incorporate stakeholder perspectives in policy and design decisions?

A. Inappropriate concentration of authority for approving AI use cases
B. Inadequate model transparency and explainability
C. Unclear structures for strategic decision-making
D. Misalignment of AI behavior and outputs with expected business cases


Solutions:

Question #1
Correct Answer: A
Question #2
Correct Answer: C
Question #3
Correct Answer: A
Question #4
Correct Answer: A
Question #5
Correct Answer: D

Related Certifications
AI Risk
Certified Information Systems Auditor
Cloud Security Alliance
CISA Certificaton
Advanced in AI Audit
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