Free AAIR Questions for ISACA AAIR Exam

Question #1

Which risk treatment is MOST appropriate when an organization's AI system presents residual risk within tolerance and impacts non-critical functions?

A. Implement periodic vulnerability scans.

B. Enhance monitoring to detect deviations

C. Recommend increasing the tolerance threshold.

D. Document a formal risk acceptance.

Discussion 0

Correct Answer: D Vote an answer

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Question #2

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

A. Organization-level oversight and strategic alignment

B. Improved compliance with regulatory requirements

C. Rapid identification of cyber threats and risks

D. More accurate benchmarking of AI key performance indicators (KPIs)

Discussion 0

Correct Answer: A Vote an answer

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Question #3

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

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

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

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

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

Discussion 0

Correct Answer: C Vote an answer

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Question #4

Which of the following is MOST important to evaluate when selecting a vendor for a third-party large language model (LLM)?

A. How the vendor selects machine learning (ML) methods

B. How the vendor handles data during model training and inference

C. Whether the vendor's service level agreements (SLAs) align with corporate strategy

D. Whether the vendor offers subscription-based service options

Discussion 0

Correct Answer: B Vote an answer

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Question #5

Which of the following is the GREATEST risk when an organization relies only on adversarial training to protect a private AI model in a testing environment?

A. Inefficient model training cycles

B. Presence of unaddressed system vulnerabilities

C. Increased likelihood of exposing proprietary algorithms

D. Overfitting to limited datasets

Discussion 0

Correct Answer: B Vote an answer

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Question #6

An organization adopts a third-party AI service under a shared responsibility model. Which of the following is the MOST important area of focus for the risk practitioner?

A. Comprehensive staff training on operational procedures and escalation

B. Testing data pathways for confidentiality, integrity, and provenance

C. Documented assignment of control ownership and decision authority

D. Contractual clauses defining liability and remediation timelines

Discussion 0

Correct Answer: C Vote an answer

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Question #7

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. External consultants who conduct independent AI governance reviews

C. Risk ownership processes that focus on ensuring centralized decision-making

D. Control approaches for AI solutions that prioritize compliance on a single regulation

Discussion 0

Correct Answer: A Vote an answer

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Question #8

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

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

B. Redundant risk documentation and scoring

C. Lack of strategic control alignment

D. Inconsistent regulatory reporting

Discussion 0

Correct Answer: C Vote an answer

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Question #9

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. Assign dashboard responsibility to the IT function and require the inclusion of AI system availability metrics.

B. Designate AI system uptime, availability, and infrastructure health metrics as primary performance indicators.

C. Develop AI-specific risk heat maps based on the degree of variance from predicted model training outcomes.

D. Aggregate diverse metrics from all AI life cycle stages to deliver a unified and actionable enterprise view.

Discussion 0

Correct Answer: D Vote an answer

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Question #10

Which of the following is the MOST important benefit of deploying continuous monitoring and automated anomaly detection for AI models in production?

A. Automated risk register and vulnerability database updates

B. Timely identification of adversarial intrusions and unauthorized parameter changes

C. Enhanced interpretability and transparency of model decisions

D. Improved alignment of model outputs and behavior with organizational strategic goals

Discussion 0

Correct Answer: B Vote an answer

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Free AAIR Questions for ISACA Advanced in AI Risk AAIR Exam as PDF & Practice Test Engine

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