ISACA : AAIR Questions & Answers
Updated: Jun 15, 2026
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ISACA Advanced in AI Risk Sample Questions:
1. Which of the following is the PRIMARY benefit of aligning AI risk management with existing organizational governance frameworks?
A) It expedites approval processes for compliance with AI laws and regulations.
B) It standardizes AI acquisition processes across organizational business units.
C) It emphasizes the development of specialized functional roles and clarifies AI risk responsibility boundaries.
D) It promotes consistent enterprise-level oversight of AI activities and aligns decisioning with strategic objectives.
2. Which of the following is the PRIMARY benefit of integrating AI risk processes into an enterprise risk framework?
A) Improved compliance with regulatory requirements
B) Organization-level oversight and strategic alignment
C) More accurate benchmarking of AI key performance indicators (KPIs)
D) Rapid identification of cyber threats and risks
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) Requirement for vendors to provide documentation of model training methods used
B) Verifiable end-to-end provenance and audit trails for externally sourced artifacts
C) Appointment of a vendor risk manager with AI expertise to serve as a single point of contact
D) Standard indemnity clauses in vendor contracts to assign liability responsibilities
4. 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) Maintaining continuous post-deployment performance monitoring
C) Implementing AI-specific change management processes
D) Requiring manual review of outputs for stability and accuracy
5. An organization is designing an enterprise dashboard to support governance of its AI program. Which of the following is the risk practitioner's BEST recommendation?
A) Aggregate diverse metrics from all AI life cycle stages to deliver a unified and actionable enterprise view.
B) Designate AI system uptime, availability, and infrastructure health metrics as primary performance indicators.
C) Assign dashboard responsibility to the IT function and require the inclusion of AI system availability metrics.
D) Develop AI-specific risk heat maps based on the degree of variance from predicted model training outcomes.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: A |
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