ISACA AAIR Actual Free Exam Questions & Community Discussion

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 04, 2026

Question #1

Which of the following AI capabilities would BEST enable a forecasting system to accurately predict the point at which specific equipment components are likely to fail?

A. Dynamic inventories of spare equipment parts

B. Post-defect identification of complex root causes

C. Recommendation of replacement products

D. Real-time analysis of sensor monitoring data

Discussion 0

Correct Answer: D Vote an answer

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Question #2

Which of the following is the MOST important reason for a risk practitioner to classify AI risk using threat actor profiles?

A. To align AI threat and vulnerability risk with the overall IT control taxonomy

B. To tailor controls to adversary motivations and capabilities

C. To develop response metrics for AI cybersecurity incidents

D. To ensure external threats to corporate assets are given highest priority

Discussion 0

Correct Answer: B Vote an answer

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Question #3

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

A. Enhanced AI training programs and staff reskilling initiatives

B. Improved AI model explainability and regulatory compliance

C. Higher stakeholder acceptance rates and more appropriate AI risk policies

D. Automation of risk assessment processes and clearer AI risk accountability

Discussion 0

Correct Answer: C Vote an answer

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Question #4

An organization uses an AI model that learns from live data streams. Which of the following is the BEST course of action to manage the risk of an adaptive model?

A. Apply dynamic performance thresholds and conduct scheduled recalibrations.

B. Restrict data sources and perform periodic data quality inspections.

C. Implement automated monitoring to detect data drift and data poisoning.

D. Utilize a defense-in-depth control approach for model access.

Discussion 0

Correct Answer: C Vote an answer

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Question #5

An organization deploys an autonomous system that makes decisions affecting compliance with regulations.
If those decisions could potentially produce regulatory breaches, which of the following BEST helps to manage associated liability exposures?

A. Retaining documentation that provides explainability for decisions and embedding controls in oversight processes

B. Routing escalations through a single point of contact and prohibiting disclosure of proprietary information

C. Creating a separate compliance program for AI obligations and maintaining distinct reporting channels

D. Restricting AI deployment to use cases with lower impact and delaying broader operational integration

Discussion 0

Correct Answer: A Vote an answer

Question #6

A risk practitioner assesses a new AI system and determines that the risk is within the organization's risk tolerance. Which of the following is the BEST recommendation to ensure system controls remain effective over time?

A. Ongoing AI security and risk awareness training

B. Periodic regulatory compliance reviews

C. Continuous monitoring for data and performance drift

D. Alignment with recognized AI control frameworks

Discussion 0

Correct Answer: C Vote an answer

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Question #7

A risk practitioner learns that an AI system used by a manufacturer for quality control (QC) has produced inaccurate responses that could potentially impact user safety. Which of the following is the risk practitioner's BEST recommendation to mitigate this risk?

A. Augment the model with synthetic data.

B. Provide AI prompt engineering training.

C. Conduct bias and fairness testing.

D. Implement human-in-the-loop reviews.

Discussion 0

Correct Answer: D Vote an answer

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Question #8

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. Likelihood of data poisoning attacks

D. Shortage of AI expertise among staff

Discussion 0

Correct Answer: B Vote an answer

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Question #9

An organization plans to deploy an AI system that ingests multiple sources with varying completeness and accuracy. Which of the following is the risk practitioner's BEST recommendation?

A. Use synthetic data augmentation to supplement training and testing.

B. Perform post-implementation assessments to identify data integrity issues.

C. Implement continuous real-time quality assurance (QA) processes.

D. Fine-tune model parameters to accommodate variable inputs.

Discussion 0

Correct Answer: C Vote an answer

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Question #10

Which of the following poses the GREATEST challenge related to the protection of intellectual property generated by AI solutions?

A. Lack of regulatory clarity regarding the copyright status of AI-generated content

B. Inherent risk in fundamental AI use cases such as general inquiries or administrative tasks

C. Difficulty in customizing training materials for users on confidential data handling in AI environments

D. Use of third-party AI service providers that have zero-data retention policies

Discussion 0

Correct Answer: A Vote an answer

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