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 #21

Which of the following AI techniques BEST helps to improve the accuracy of responses provided by a large language model (LLM) without extensive retraining?

A. Deep learning

B. Sentiment analysis

C. Retrieval-augmented generation (RAG)

D. Natural language generation (NLG)

Discussion 0

Correct Answer: C Vote an answer

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Question #22

Which of the following is the MOST important consideration to reduce risk during the development of a large language model (LLM)?

A. Using both qualitative and quantitative threat analysis

B. Ensuring security is assessed throughout the development life cycle

C. Providing staff training on ethical and secure development of LLMs

D. Implementing fully autonomous decision-making functionality

Discussion 0

Correct Answer: B Vote an answer

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Question #23

Which of the following is the PRIMARY purpose of embedding human-centered values into AI governance frameworks?

A. Ensuring AI model transparency and explainability

B. Mitigating societal and environmental risk

C. Adhering to regulations for human resource management

D. Preserving organizational legitimacy

Discussion 0

Correct Answer: B Vote an answer

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Question #24

An organization plans to license an AI model trained on proprietary data to external partners. Which risk should the risk practitioner prioritize?

A. Exposure of confidential intellectual property in generated content

B. Increased operational costs

C. Use of encrypted data in AI model training

D. Erosion of stakeholder trust due to lack of transparency for model outputs

Discussion 0

Correct Answer: A Vote an answer

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Question #25

An organization has deployed an AI-powered customer service chatbot. Which of the following BEST helps to ensure the chatbot maintains high accuracy in interpreting and answering customer inquiries?

A. Adopting vendor-recommended thresholds and conducting benchmarking

B. Introducing explainable AI techniques and conducting periodic code reviews

C. Calculating precision and recall scores and increasing model temperature

D. Measuring intent-classification error rates and refining training datasets

Discussion 0

Correct Answer: D Vote an answer

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Question #26

Which of the following is the PRIMARY benefit of aligning AI risk management with existing organizational governance frameworks?

A. It promotes consistent enterprise-level oversight of AI activities and aligns decisioning with strategic objectives.

B. It expedites approval processes for compliance with AI laws and regulations.

C. It standardizes AI acquisition processes across organizational business units.

D. It emphasizes the development of specialized functional roles and clarifies AI risk responsibility boundaries.

Discussion 0

Correct Answer: A Vote an answer

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Question #27

Which of the following is the BEST course of action to mitigate risk during model selection of supervised or unsupervised algorithms?

A. Require the use of supervised learning for model training projects.

B. Emphasize the generalization capability of algorithms.

C. Align algorithmic capabilities to intended use cases.

D. Prioritize cost reductions related to computational requirements.

Discussion 0

Correct Answer: C Vote an answer

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Question #28

A risk practitioner is reviewing the training data collection process for a new AI model. Which practice best reduces the risk of model bias?

A. Maximize the number of input samples collected to ensure diversity.

B. Prohibit the use of public and open-source datasets for model training.

C. Apply normalization across all quantitative data for accurate scaling.

D. Ensure input samples are representative and relevant.

Discussion 0

Correct Answer: D Vote an answer

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Question #29

A risk practitioner assesses an AI model used for predictive diagnostics and finds that the system lacks automated update mechanisms. Which of the following is the GREATEST risk?

A. Inability to deploy synthetic data augmentation for model datasets

B. Inefficiency due to need for human intervention

C. Incomplete predictive threat modeling

D. Compromise of predictive accuracy due to outdated model assumptions

Discussion 0

Correct Answer: D Vote an answer

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Question #30

A risk practitioner assesses an AI model used for predictive diagnostics and finds that the system lacks automated update mechanisms. Which of the following is the GREATEST risk?

A. Inability to deploy synthetic data augmentation for model datasets

B. Inefficiency due to need for human intervention

C. Incomplete predictive threat modeling

D. Compromise of predictive accuracy due to outdated model assumptions

Discussion 0

Correct Answer: D Vote an answer

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