ISACA Advanced in AI Audit AAIA Dumps in PDF

Free ISACA AAIA Real Questions (page: 12)

An IS auditor is considering using a web-based AI tool to update an audit report.
What should be the MOST important consideration before inputting the report?

  1. The AI tool alignment with organizational report formatting
  2. Safeguard measures of the AI tool
  3. Impact on the audit budget
  4. Compliance with organizational data protection requirements

Answer(s): D

Explanation:

Before entering audit report content — which may include sensitive, confidential, or regulated information — into a web-based AI tool, the auditor must ensure compliance with organizational data protection requirements. This is essential to avoid unauthorized disclosure or improper handling of sensitive audit data.



When an IS auditor uses generative AI with external retrieval-augmented generation (RAG) to gather evidence during an audit, which of the following poses the GREATEST data security risk?

  1. Sensitive internal context may be included in queries sent to external services.
  2. Personal information may be shared based on model training data.
  3. External search engines only respond to public data.
  4. The model might fail to retrieve data from the vector.

Answer(s): A

Explanation:

Sending queries containing sensitive internal context to an external RAG service creates a significant risk of exposing confidential information outside the organization, making it the greatest data security concern.



Which of the following insider threats involving the use of AI would present the GREATEST risk?

  1. Leaking of system hyperparameters
  2. Launching social engineering attacks
  3. Destroying system backups
  4. Exfiltrating sensitive data

Answer(s): D

Explanation:

Exfiltrating sensitive data presents the greatest risk because it results in direct loss of confidentiality, potential regulatory violations, and severe organizational harm. AI tools can amplify this threat by enabling large-scale or automated extraction of sensitive information.



Which of the following is the BEST recommendation to mitigate excessive agency when implementing an AI system as a browser extension?

  1. Minimize browser extension functionality.
  2. Remove user access to browser extensions.
  3. Maximize browser extension functionality.
  4. Use open source browser extensions.

Answer(s): A

Explanation:

Minimizing browser extension functionality reduces the system’s autonomous actions and limits unintended behaviors, thereby mitigating excessive agency and ensuring the AI operates within controlled and intended boundaries.



An organization is reviewing its existing data governance framework after implementing an AI-based document repository solution.
Which of the following should be the PRIMARY consideration for the organization?

  1. Data retention policy
  2. Data classification
  3. Data enrichment
  4. Qualitative data collection

Answer(s): B

Explanation:

Data classification is the primary consideration because AI-based document repositories rely heavily on properly categorized data to ensure appropriate access, handling, protection, and compliance throughout the AI life cycle.



An IS auditor is reviewing change documentation of an AI model.
Which of the following would pose the GREATEST risk?

  1. Management has not tested the model.
  2. Test results are not in a standardized format.
  3. There is a low number of test scenarios.
  4. The seed used for testing is not documented.

Answer(s): C

Explanation:

A low number of test scenarios poses the greatest risk because insufficient testing fails to validate model behavior across normal, edge, and high-risk conditions. This increases the likelihood that significant errors, bias, or failures will go undetected before deployment.



What is the MOST important reason government organizations should provide regular AI training programs for all staff?

  1. To minimize the cost of AI deployment
  2. To ensure staff are up to date on ethical considerations
  3. To allow staff to understand the tools available
  4. To reduce learning using outdated information

Answer(s): B

Explanation:

Regular AI training ensures staff remain current on ethical considerations, promoting responsible and compliant use of AI systems within government organizations where ethical and legal standards are critical.



Which of the following should be of GREATEST concern to an IS auditor when reviewing ethical considerations for an AI solution?

  1. The decision-making process is unexplainable.
  2. The solution is hosted on a shared cloud environment.
  3. The model has not been retrained recently.
  4. The solution documentation is still in draft.

Answer(s): A

Explanation:

An unexplainable decision-making process is the greatest ethical concern because stakeholders cannot understand, justify, or challenge the AI’s outcomes, creating risks of unfair, biased, or unaccountable decisions.



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