Free AAIA Exam Braindumps
ISACA Advanced in AI Audit Questions 111–115 (page: 24)

Updated On: 12-Sep-2026

Which of the following is the GREATEST risk associated with the use of AI coding tools by software developers?

  1. Excessive reliance on AI tools to accomplish routine development tasks
  2. Increased likelihood of human biases in code
  3. Introduction of security vulnerabilities by AI tools
  4. Difficulty in training developers due to the complexity of AI tools

Answer(s): C

Explanation:

AI coding tools may generate insecure code patterns or omit essential security controls, increasing the likelihood of introducing vulnerabilities into applications. This poses the greatest risk because it directly compromises software security and can lead to significant exploitation.



An insurance company uses an AI model to set premium rates. To align with AI-related policies on fairness, which of the following is the FIRST course of action?

  1. Training alternate AI models and comparing biases with the primary model
  2. Reviewing AI model training data to identify potential biases
  3. Modifying the AI model's training data set to address potential biases
  4. Allowing customers to contest premium rates provided by the AI model

Answer(s): B

Explanation:

The first step in addressing fairness is to review the training data to identify potential sources of bias. Understanding whether biased data exists is necessary before modifying datasets or comparing alternative models.



During a walk-through, an IS auditor observes an AI engineer entering a prompt that manipulates the AI model's behavior.
Which of the following is the BEST control to prevent this?

  1. Enforce an input/output template.
  2. Deploy adversarial training.
  3. Encrypt the underlying data.
  4. Retrain the model immediately.

Answer(s): A

Explanation:

Enforcing an input/output template restricts the structure and content of prompts, preventing users from entering manipulative or adversarial inputs that could alter model behavior. This directly mitigates prompt-based manipulation risk.



Which of the following is the MOST effective control to safeguard a model’s architecture, weights, and hyperparameters?

  1. Provide training to employees on best practices for AI technical security.
  2. Require users to sign a confidentiality agreement before making services and data available.
  3. Maintain detailed data audit logs of identified deviations within model training data.
  4. Implement strict access controls and encryption for model components.

Answer(s): D

Explanation:

Strict access controls combined with encryption provide the strongest technical protection for sensitive model components such as architecture, weights, and hyperparameters, preventing unauthorized access or tampering.



Which of the following presents the MOST significant barrier to generative AI model explainability?

  1. Bias within datasets used for model training
  2. Rapid evolution of algorithm capabilities
  3. Lack of alignment between stakeholder groups
  4. Insufficient staff experience with using generative AI tools

Answer(s): B

Explanation:

The rapid evolution of generative AI algorithms makes their inner workings increasingly complex and difficult to interpret, creating the most significant barrier to explainability. This complexity limits stakeholders’ ability to understand how outputs are generated.



Viewing page 24 of 113
Viewing questions 116 - 120 out of 556 questions


Post your Comments and Discuss ISACA AAIA exam prep with other Community members:

AI Tutor AI Tutor 👋 I’m here to help!