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 #41

Which of the following is a risk practitioner ' s BEST recommendation to establish accountability for AI system outputs and decisions?

A. Centralized governance task force for model decision authority

B. Regular reviews of resource allocation for AI projects

C. Formal documented role assignments with named owners

D. Continuous monitoring and key performance indicators (KPIs)

Discussion 0

Correct Answer: C Vote an answer

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Question #42

Which of the following is the MOST important consideration when developing AI security policies?

A. Relevance to current and projected AI use cases and strategic objectives

B. Inclusion of AI governance standards within organization-wide policy communication

C. Impact of AI security policies and controls on business unit productivity

D. Origin and quality of data used to train AI models that handle critical business information

Discussion 0

Correct Answer: A Vote an answer

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Question #43

Which of the following BEST helps to ensure an AI system ' s potential human rights harms are managed?

A. Engaging stakeholders in recurring risk treatment processes

B. Aligning AI policies to global privacy and security frameworks

C. Monitoring system output metrics periodically

D. Classifying personal information according to sensitivity and criticality

Discussion 0

Correct Answer: A Vote an answer

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Question #44

An organization is selecting an AI model for a solution that requires the creation of new content. It is MOST important to consider selecting:

A. a rule-based expert system driven by explicit decision rules and domain knowledge.

B. a generative model capable of synthesizing samples from an underlying distribution.

C. a reinforcement learning model that optimizes sequential actions through reward signals.

D. an unsupervised clustering model that groups observations by similarity metrics.

Discussion 0

Correct Answer: B Vote an answer

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Question #45

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 #46

Which of the following AI system considerations BEST mitigates risk associated with model drift?

A. Maintaining existing levels of variance within datasets during preprocessing

B. Implementing strong access controls based on roles and responsibilities

C. Conducting regular retraining with new relevant datasets

D. Restricting the use of automated data validation to low-risk models

Discussion 0

Correct Answer: C Vote an answer

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Question #47

An organization plans to deploy AI for customer service automation. Which of the following governance approaches BEST aligns culture and risk tolerance?

A. Scale controls to AI system impact and involve business stakeholders to obtain buy-in.

B. Emphasize regulatory compliance concerns when vetting AI business cases.

C. Implement continuous monitoring of AI system key risk indicators (KRIs).

D. Focus enterprise AI risk management on projects with the greatest long-term impact.

Discussion 0

Correct Answer: A Vote an answer

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Question #48

Which AI security by design option BEST mitigates targeted model poisoning and supply chain tampering?

A. Adversarial resilience and data integrity controls

B. Frequent data refreshes with checksums

C. Use data tokenization for sensitive fields

D. Frequent model retraining and bias monitoring

Discussion 0

Correct Answer: A Vote an answer

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Question #49

A hospital is deploying an AI system to build personalized treatment profiles for patients. The risk practitioner reviews the privacy and legal risks of this AI initiative. Which item represents the **most significant legal and privacy risk?

A. There is no consent for the organization to use the patients ' information.

B. Patients ' access to their profiles is granted through single sign-on (SSO).

C. There is no mechanism for patients to opt out of AI interactions.

D. Synthetic data augmentation is used during AI model training.

Discussion 0

Correct Answer: A Vote an answer

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Question #50

Which of the following is the MOST important consideration for a risk practitioner assessing the reproducibility of model outputs?

A. Reliance on proprietary algorithms for AI model outputs and decisions

B. Automated end-to-end capture of metadata and data lineage

C. Key performance indicators (KPIs) for model accuracy

D. Identification of process dependencies with AI model development

Discussion 0

Correct Answer: B Vote an answer

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