ISACA AAIR : ISACA Advanced in AI Risk

  • Exam Code: AAIR
  • Exam Name: ISACA Advanced in AI Risk
  • Updated: Aug 13, 2026   Q&As: 92 Questions and Answers

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ISACA AAIR Exam Syllabus Topics:
SectionWeightObjectives
Topic 1: AI Risk Program Management42%- Enterprise AI risk program design
- AI governance communication and reporting
- AI risk monitoring and continuous improvement
- AI risk assessment and treatment strategies
Topic 2: AI Risk Governance and Framework Integration37%- AI Models, Frameworks, Strategies, and Use Cases
- AI Organizational Processes and Alignment
- AI Ownership, Oversight, and Accountability
Topic 3: AI Life Cycle Risk Management- AI model and data risk identification
- AI development, deployment, and monitoring risks
- AI bias, drift, transparency, and control evaluation
ISACA Advanced in AI Risk Sample Questions:

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) Requiring manual review of outputs for stability and accuracy
C) Implementing AI-specific change management processes
D) Maintaining continuous post-deployment performance monitoring


2. Which of the following is the PRIMARY benefit of tailoring AI governance to an organization's culture and risk tolerance?

A) Improved AI model explainability and regulatory compliance
B) Automation of risk assessment processes and clearer AI risk accountability
C) Higher stakeholder acceptance rates and more appropriate AI risk policies
D) Enhanced AI training programs and staff reskilling initiatives


3. A risk practitioner is developing risk scenarios related to successful data poisoning attacks on an AI model used across the organization. Which of the following is the BEST approach to help ensure the scenarios are relevant?

A) Perform adversarial testing in a sandbox environment.
B) Engage key stakeholders in risk scenario development.
C) Create comprehensive data flow diagrams.
D) Gather information on similar attacks impacting industry peers


4. A manufacturing organization has implemented an autonomous navigation system for warehouse operations.
Which of the following should a risk practitioner regard as the MOST significant concern?

A) The system is used to accelerate just-in-time warehouse processes.
B) The system is unable to learn from complex situations not encountered during training.
C) The deep neural network used by the system contains datasets with proprietary information.
D) The organization uses outside contractors to address the lack of in-house AI knowledge.


5. Which of the following is the BEST justification for selecting a risk avoidance strategy when considering whether to deploy a high-impact AI system?

A) Long-term reduction of operational costs
B) Potential harm to stakeholders
C) Shortage of AI expertise among staff
D) Likelihood of data poisoning attacks


Solutions:

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

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