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 #31

Which of the following is the PRIMARY benefit of adopting an AI governance framework?

A. Consistent configuration across business units and platforms leveraging AI

B. Centralized ownership and technical standardization of AI solutions

C. Improved allocation of AI solution implementation resources

D. Structured enterprise AI risk oversight and compliance

Discussion 0

Correct Answer: D Vote an answer

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Question #32

When identifying AI risk scenarios for a customer service chatbot, which of the following is MOST important for a risk practitioner to evaluate?

A. Volume and complexity of training datasets

B. Selection of encryption methods for customer personal information

C. Frequency of past incidents involving the chatbot

D. Severity of adverse effects on critical stakeholders and objectives

Discussion 0

Correct Answer: D Vote an answer

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Question #33

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. Likelihood of data poisoning attacks

C. Potential harm to stakeholders

D. Shortage of AI expertise among staff

Discussion 0

Correct Answer: C Vote an answer

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Question #34

Which of the following BEST helps to ensure a deep learning model with a large volume of relevant data meets an organization ' s needs?

A. Hyperparameter fine-tuning

B. Data augmentation

C. Unsupervised learning

D. Federated accountability model

Discussion 0

Correct Answer: A Vote an answer

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Question #35

Which of the following is the PRIMARY benefit of implementing a comprehensive data pipeline for AI model training, testing, and validation?

A. Reduced risk of introducing errors into the final AI model

B. Sharing of governance risk with external data and service providers

C. Automation of complex tasks in early stages of the data pipeline

D. Enhanced auditability of outputs to provide evidence of regulatory compliance

Discussion 0

Correct Answer: A Vote an answer

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Question #36

A conversational AI accepts unrestricted user text and can be coerced into disclosing secrets or taking harmful actions. Which control MOST effectively reduces this risk?

A. Require role-based access control (RBAC) for users.

B. Conduct static code analysis on AI source code.

C. Implement runtime input validation and output filtering.

D. Increase the size and diversity of model training datasets.

Discussion 0

Correct Answer: C Vote an answer

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Question #37

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

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

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

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

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

Discussion 0

Correct Answer: B Vote an answer

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Question #38

Which of the following is the BEST approach when using AI-driven security ratings to monitor third-party risk?

A. Track third-party service availability and financial health.

B. Implement vendor risk dashboards with periodic updates.

C. Monitor third-party model accuracy and technical performance indicators.

D. Map risk metrics to strategic objectives and compliance obligations.

Discussion 0

Correct Answer: D Vote an answer

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Question #39

A risk practitioner is concerned that an AI model ' s responses have become more inaccurate over time, leading to diminished customer trust. Which of the following should the risk practitioner recommend be done FIRST?

A. Determine the impact on critical features and model outputs.

B. Revise validation processes to add more review cycles.

C. Fully retrain the model with a more recent dataset.

D. Take the model offline and perform a full backup.

Discussion 0

Correct Answer: A Vote an answer

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Question #40

An organization has developed an AI code of conduct outlining ethical use, data privacy, and transparency principles. Which of the following is the BEST approach to integrate the code of conduct into workforce training?

A. Focus the training curriculum on compliance with AI-specific laws and regulations.

B. Engage external providers to deliver learning content with periodic updates.

C. Provide role-tailored education supplemented by scheduled refreshers.

D. Incorporate the code of conduct into onboarding modules for new personnel.

Discussion 0

Correct Answer: C Vote an answer

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