ISACA AAIR Exam : ISACA Advanced in AI Risk

AAIR
  • Exam Code: AAIR
  • Exam Name: ISACA Advanced in AI Risk
  • Updated: Aug 09, 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 Models, Frameworks, Strategies, and Use Cases
- AI Organizational Processes and Alignment
- AI Ownership, Oversight, and Accountability
Topic 2: AI Life Cycle Risk Management- AI bias, drift, transparency, and control evaluation
- AI development, deployment, and monitoring risks
- AI model and data risk identification
Topic 3: AI Risk Program Management42%- Enterprise AI risk program design
- AI risk assessment and treatment strategies
- AI risk monitoring and continuous improvement
- AI governance communication and reporting

ISACA Advanced in AI Risk Sample Questions:

1. A risk practitioner is evaluating AI model cards and documentation prior to deployment. Which of the following represents the GREATEST risk to enterprise AI governance?

A) Inadequate explainability
B) Decentralized version control
C) Overly detailed technical specifications
D) Delays in regulatory filings


2. An organization plans to procure an AI model from a third-party supplier for a critical business function.
Which of the following is MOST important to evaluate during supplier vetting?

A) Alignment with specific use cases
B) Size of model training datasets
C) Emphasis on innovative solutions
D) Industry-recognized certifications


3. Which of the following AI system considerations BEST mitigates risk associated with model drift?

A) Maintaining existing levels of variance within datasets during preprocessing
B) Implementing strong access controls based on roles and responsibilities
C) Conducting regular retraining with new relevant datasets
D) Restricting the use of automated data validation to low-risk models


4. Which of the following should be the PRIMARY consideration when determining the priority for restoration of AI systems following a model exfiltration attack?

A) Availability of externally vetted datasets for AI model retraining
B) AI-specific expertise among business continuity team members
C) Reliance on the AI system for critical business requirements
D) Cost of AI system vulnerability testing and patch deployment


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

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


Solutions:

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

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