Free Isaca AAIR Exam Questions

Become Isaca Certified with updated AAIR exam questions and correct answers

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Total 90 Questions | Updated On: Oct 25, 2026

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Question 1

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

A : Inefficient model training cycles

B : Presence of unaddressed system vulnerabilities

C : Overfitting to limited datasets

D : Increased likelihood of exposing proprietary algorithms

Answer: B

Question 2

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

A : Delays in regulatory filings

B : Inadequate explainability

C : Decentralized version control

D : Overly detailed technical specifications

Answer: B

Question 3

Which of the following BEST mitigates risk associated with evasion attacks on AI models?

A : API rate limiting

B : Anomaly detection

C : Predictive analytics

D : Feature importance weighting

Answer: B

Question 4

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

A : Whether the vendor's service level agreements (SLAs) align with corporate strategy

B : How the vendor selects machine learning (ML) methods

C : Whether the vendor offers subscription-based service options

D : How the vendor handles data during model training and inference

Answer: D

Question 5

Which of the following is the PRIMARY benefit of tailoring AI governance to an organization's culture andrisk tolerance?

A : Improved AI model explainability and regulatory compliance

B : Higher stakeholder acceptance rates and more appropriate AI risk policies

C : Automation of risk assessment processes and clearer AI risk accountability

D : Enhanced AI training programs and staff reskilling initiatives

Answer: B

Page: 1 / 18

Total 90 Questions | Updated On: Oct 25, 2026

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