ISACA AAIR : ISACA Advanced in AI Risk

  • Exam Code: AAIR
  • Exam Name: ISACA Advanced in AI Risk
  • Updated: Jun 12, 2026

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ISACA Advanced in AI Risk Sample Questions:

1. A risk practitioner is concerned that an AI model's responses have become more inaccurate over time, leading to diminished customer trust. Which of the following should the risk practitioner recommend be done FIRST?

A) Determine the impact on critical features and model outputs.
B) Fully retrain the model with a more recent dataset.
C) Revise validation processes to add more review cycles.
D) Take the model offline and perform a full backup.


2. Which of the following is the BEST governance approach for balancing risk management and operational flexibility across diverse AI applications?

A) Frameworks that can be adapted to business-relevant AI use cases
B) Risk ownership processes that focus on ensuring centralized decision-making
C) External consultants who conduct independent AI governance reviews
D) Control approaches for AI solutions that prioritize compliance on a single regulation


3. Which of the following is the BEST way to integrate AI risk management into operational procedures?

A) Engage regular third-party audits of AI process and workflow documentation.
B) Require organization-wide training on AI legal and regulatory requirements.
C) Introduce AI risk assessment stages throughout the development and deployment process.
D) Require AI risk committee approval for changes involving automation of manual tasks.


4. Which of the following is the PRIMARY benefit of integrating AI risk processes into an enterprise risk framework?

A) More accurate benchmarking of AI key performance indicators (KPIs)
B) Rapid identification of cyber threats and risks
C) Organization-level oversight and strategic alignment
D) Improved compliance with regulatory requirements


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


Solutions:

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

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