ISACA AAIR : ISACA Advanced in AI Risk

AAIR real exams

Exam Code: AAIR

Exam Name: ISACA Advanced in AI Risk

Updated: Aug 04, 2026

Q & A: 92 Questions and Answers

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ISACA AAIR Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: AI Risk Governance and Framework Integration37%- AI Trustworthiness, Ethical and Societal Implications
- AI Models, Frameworks, Strategies, and Use Cases
- AI Ownership, Oversight, and Accountability
- AI Regulatory Compliance and Legal Considerations
- AI Organizational Processes and Alignment
- AI Policies, Procedures, and Organizational Training
Topic 2: 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
Topic 3: AI Risk Program Management42%- AI Risk Identification and Assessment
- AI Risk Monitoring and Reporting
- AI Risk Response and Mitigation
- AI Risk Assurance and Continuous Improvement

ISACA Advanced in AI Risk Sample Questions:

1. An organization is integrating AI systems into core business operations and has decided to establish a formal process to align AI initiatives with corporate values. Which of the following is the GREATEST benefit of this decision?

A) Ethical principles can be added to AI development and usage after deployment.
B) Return on investment (ROI) for new AI services can be evaluated more accurately.
C) The transparency and explainability of AI model decisions is enhanced for all stakeholder groups.
D) Executive support for technical training and upskilling related to AI can be more effectively obtained.


2. An organization is selecting an AI model for a solution that requires the creation of new content. It is MOST important to consider selecting:

A) a generative model capable of synthesizing samples from an underlying distribution.
B) an unsupervised clustering model that groups observations by similarity metrics.
C) a rule-based expert system driven by explicit decision rules and domain knowledge.
D) a reinforcement learning model that optimizes sequential actions through reward signals.


3. Which of the following is the GREATEST organizational risk when AI performance alerts are not escalated to decision-makers for review and decisioning?

A) Inadequate representation of AI operational risk in governance reporting
B) Loss of traceability from insufficient model decision logging
C) Business disruption due to delayed remediation of unstable AI behavior
D) Excessive cost and resource allocation due to redundant mitigation activities


4. AI tools can BEST help to mitigate supply chain risk by:

A) automating routine inventory management tasks.
B) enhancing predictive capabilities to identify potential disruptions.
C) identifying historical physical and logical security control gaps.
D) performing sentiment analysis on supplier reputation and reviews.


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


Solutions:

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

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