Free ISACA AAIR Practice Test & Real Exam Questions

Exam Code/Number: AAIR
Exam Name/Title: ISACA Advanced in AI Risk
Certification Provider: ISACA
Corresponding Certification: AI Risk

Exam Questions: 92
Updated On: Aug 18, 2026

Question #1

Which of the following is the GREATEST concern when AI risk management operates separately from enterprise risk management (ERM)?

A. Redundant risk documentation and scoring

B. Inconsistent regulatory reporting

C. Lack of strategic control alignment

D. Reduced return on investment (ROI) due to increased model training costs

Discussion 0

Correct Answer: C Vote an answer

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Question #2

Which of the following is a risk practitioner's BEST justification for embedding AI risk considerations into acceptable use policies?

A. Assigning AI risk accountability to business unit leadership

B. Maintaining alignment of enterprise tolerance across decision-making systems

C. Applying uniform risk controls across diverse business functions

D. Addressing the potential for shadow AI by defining an allow list for AI tools

Discussion 0

Correct Answer: B Vote an answer

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Question #3

A risk practitioner discovers that autonomous agents have been creating temporary HR system identities.
Which of the following poses the GREATEST risk?

A. Ineffective credential management

B. Increased staffing needs for human validation

C. Delays in breach identification and response

D. Identities are not incorporated into the federated system

Discussion 0

Correct Answer: D Vote an answer

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Question #4

An organization deploys an AI credit scoring model trained on historical financial data that underrepresents certain demographic groups. Which of the following is the risk practitioner's BEST recommendation to mitigate this risk?

A. Implement reporting for model drift and anomalous model decisions.

B. Use unsupervised learning to identify hidden or complex discriminatory patterns in the dataset.

C. Notify stakeholders that the model may not always reflect standard loan approval thresholds.

D. Define specific inclusivity goals and expand data to a broader range of sources.

Discussion 0

Correct Answer: D Vote an answer

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Question #5

Which of the following is the PRIMARY reason to lower AI model temperature?

A. To reduce energy consumption and environmental impact

B. To enhance consistency and accuracy of model outputs

C. To diversify ideas and recommendations generated by the model

D. To mitigate the risk of persistent bias in responses to users

Discussion 0

Correct Answer: B Vote an answer

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Question #6

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.

Discussion 0

Correct Answer: C Vote an answer

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Question #7

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. performing sentiment analysis on supplier reputation and reviews.

D. automating routine inventory management tasks.

Discussion 0

Correct Answer: A Vote an answer

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Question #8

An organization has deployed an AI system to automate critical data analysis functions. Which of the following is the MOST appropriate way for the risk practitioner to assess the multiple sources of risk associated with this situation?

A. Document the exploitable technical limitations of all AI system components.

B. Quantify the financial impact of competitors' realized risk events on AI initiatives.

C. Rate each risk factor independently as a basis for ordering mitigation actions.

D. Prioritize the risk factors most likely to generate substantial harm.

Discussion 0

Correct Answer: D Vote an answer

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Question #9

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 organization uses outside contractors to address the lack of in-house AI knowledge.

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 system is used to accelerate just-in-time warehouse processes.

Discussion 0

Correct Answer: B Vote an answer

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Question #10

Which of the following is the PRIMARY benefit of defining and documenting a RACI matrix for AI solution development and deployment?

A. It facilitates collaboration between operational and technical teams on AI decision making.

B. It establishes responsibility and decision authority for AI project outcomes and risk management.

C. It strengthens governance over AI technical development activities and enterprise architecture (EA).

D. It consolidates AI governance authority and oversight within senior organization leadership.

Discussion 0

Correct Answer: B Vote an answer

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