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: 182
Updated On: Oct 12, 2026

Question #1

Which of the following BEST mitigates privacy exposure when using datasets for AI model training that include personal information?

A. Retaining metadata related to the structure of datasets

B. Enforcing strict user authentication requirements

C. Implementing robust de-identification controls

D. Requiring human reviews before deployment

Discussion 0

Correct Answer: C Vote an answer

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Question #2

A risk practitioner is evaluating AI model cards and documentation prior to deployment. Which of the following represents the GREATEST risk to enterprise AI governance?

A. Inadequate explainability

B. Overly detailed technical specifications

C. Delays in regulatory filings

D. Decentralized version control

Discussion 0

Correct Answer: A Vote an answer

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Question #3

A rideshare organization is considering the use of AI for dynamic surge pricing. Which of the following is the MOST important risk to evaluate?

A. Difficulty of connecting AI pricing tools with existing enterprise resource planning (ERP) systems

B. Potential regulatory inquiries for anti-competitive AI pricing practices

C. Inaccurate predictions due to AI models being trained on outdated data

D. Overly complex algorithms resulting in computational overload during peak periods

Discussion 0

Correct Answer: B Vote an answer

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Question #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. Improved compliance with regulatory requirements

C. Rapid identification of cyber threats and risks

D. Organization-level oversight and strategic alignment

Discussion 0

Correct Answer: D Vote an answer

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Question #5

An aviation operator is integrating AI into flight operations and maps existing controls to identified AI risk.
Which of the following is the risk practitioner ' s BEST course of action?

A. Prioritize available upgrades to existing controls over new control implementation.

B. Establish AI system targets for latency and throughput capacity.

C. Integrate flight operation risk scenarios into the organizational risk register.

D. Perform a control gap assessment between current and desired AI control environments.

Discussion 0

Correct Answer: D Vote an answer

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Question #6

Which of the following is the BEST risk response when an organization identifies that ethical and legal exposures from a new non-critical AI system exceeds its risk tolerance?

A. Avoidance

B. Transfer

C. Acceptance

D. Mitigation

Discussion 0

Correct Answer: A Vote an answer

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Question #7

Which of the following is the GREATEST risk associated with relying on AI-based analytics for continuous monitoring?

A. Model errors caused by inability to understand context

B. Inability to integrate with legacy infrastructure

C. Skill degradation among the security team

D. Increased cost due to more frequent model retraining

Discussion 0

Correct Answer: A Vote an answer

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Question #8

Which of the following is the MOST critical component of a disaster recovery plan (DRP) for data, models, and AI infrastructure?

A. Restoration processes for production-ready AI models with version control and remote storage

B. Details of insurance policies that provide coverage for business losses due to major AI incidents

C. Management of supply chain disruptions and organizational staff shortages

D. Organizational policies and strategic goals related to business continuity

Discussion 0

Correct Answer: A Vote an answer

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Question #9

After which of the following events is it MOST important to update risk ratings?

A. Addition of new metrics tracked by automated monitoring

B. Creation of a new AI risk oversight committee

C. Discovery of discriminatory outputs from an AI system

D. Vulnerability patch deployment for an AI system

Discussion 0

Correct Answer: C Vote an answer

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Question #10

Which of the following is the GREATEST risk when an AI system requires a specific safeguard that cannot be put in place because of technical constraints?

A. Elevated residual exposure due to lack of effective controls

B. Degraded user experience resulting from reduced system performance

C. Deterioration of model accuracy due to restrictions on training datasets

D. Increased operational inefficiency and reliance on manual processes

Discussion 0

Correct Answer: A Vote an answer

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