Instant Download ISACA : AAIR Questions & Answers as PDF & Test Engine
Updated: Sep 13, 2026
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ISACA AAIR Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: AI Risk Governance and Framework Integration | 37% | - AI Models, Frameworks, Strategies, and Use Cases - AI Ownership, Oversight, and Accountability - AI Organizational Processes and Alignment |
| Topic 2: AI Risk Program Management | 42% | - AI governance communication and reporting - AI risk monitoring and continuous improvement - Enterprise AI risk program design - AI risk assessment and treatment strategies |
| Topic 3: AI Life Cycle Risk Management | - AI development, deployment, and monitoring risks - AI bias, drift, transparency, and control evaluation - AI model and data risk identification |
ISACA Advanced in AI Risk Sample Questions:
AI tools can BEST help to mitigate supply chain risk by:
- A. enhancing predictive capabilities to identify potential disruptions.
- B. identifying historical physical and logical security control gaps.
- C. automating routine inventory management tasks.
- D. performing sentiment analysis on supplier reputation and reviews.
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An organization has deployed generative AI tools broadly but lacks a consistent method to refresh governance policies and controls. Which of the following is the risk practitioner ' s BEST recommendation?
- A. Implement systematic updates and emphasize alignment with emerging regulatory expectations.
- B. Establish an ongoing review cadence and codify procedures for reassessment.
- C. Centralize decision making and concentrate authority within executive leadership and technical owners.
- D. Schedule annual compliance reviews and integrate audit findings into revision planning.
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An organization has deployed an AI-powered customer service chatbot. Which of the following BEST helps to ensure the chatbot maintains high accuracy in interpreting and answering customer inquiries?
- A. Introducing explainable AI techniques and conducting periodic code reviews
- B. Adopting vendor-recommended thresholds and conducting benchmarking
- C. Measuring intent-classification error rates and refining training datasets
- D. Calculating precision and recall scores and increasing model temperature
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Which of the following BEST helps to ensure AI model outputs can be reproduced in other environments?
- A. Implementing AI-specific change management processes
- B. Requiring manual review of outputs for stability and accuracy
- C. Capturing and archiving complete snapshots of training datasets
- D. Maintaining continuous post-deployment performance monitoring
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Which of the following BEST helps to ensure adherence to data minimization principles when using an AI model whose training dataset contains personal information?
- A. Role-based access control (RBAC)
- B. Data loss prevention (DLP)
- C. Pseudonymization
- D. Data encryption
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