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| Topic | Details |
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| Topic 1 | - AI GOVERNANCE AND RISK: It encompasses understanding different AI models and their life cycles, guiding AI strategy, defining roles and policies, managing AI-related risks, overseeing data privacy and governance, and ensuring adherence to ethical practices, standards, and regulations.
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| Topic 2 | - AI Operations: It covers managing AI-specific data needs—including collection, quality, security, and classification—applying development lifecycle methodologies with privacy and security by design, change and incident management, testing AI solutions, identifying AI-related threats and vulnerabilities, and supervising AI deployments.
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| Topic 3 | - Auditing Tools and Techniques: This section of the exam measures the skills of AI auditors and centers on auditing AI systems using appropriate tools and methods. It includes audit planning and design, sampling methodologies specific to AI, collecting audit evidence, using data analytics for quality assurance, and producing AI audit outputs and reports, including follow-up and quality control measures.
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ISACA Advanced in AI Audit Sample Questions (Q204-Q209):
NEW QUESTION # 204
The PRIMARY objective of machine learning (ML) in data processing is to:
- A. Perform actions that would typically require human intelligence.
- B. Analyze data sets to identify visual patterns and trends.
- C. Enhance the explainability of AI model outputs.
- D. Draw statistical inferences for creating artificial human intelligence.
Answer: A
NEW QUESTION # 205
A newly deployed fraud detection model is misclassifying transactions due to inconsistent formatting in the data stream. What is the BEST recommendation?
- A. Increase model complexity to handle more input types
- B. Enable real-time monitoring of transaction volumes
- C. Define and document the technical specifications for incoming data
- D. Train staff on fraud patterns and alert handling
Answer: C
Explanation:
Inconsistent data formatting means the AI model is receiving inputs that do not match what it was trained to understand. The best corrective action is to document and enforce technical specifications for incoming data (option A).
AAIA highlights this as a fundamental data governance requirement:
Field formats
Data types
Encoding rules
Required attributes
Normalization methods
Without strict specifications, the model cannot reliably parse or classify inputs.
NEW QUESTION # 206
Which of the following is the GREATEST risk of using AI to generate audit reports?
- A. The AI system uses inconsistent formatting across audit reports.
- B. The AI system misrepresents control effectiveness.
- C. The AI system is not able to include historical audit findings.
- D. The AI system cannot integrate with management dashboard tools.
Answer: B
Explanation:
The greatest risk when using AI to generate audit reports is that it may misrepresent control effectiveness (B)--for example, by overstating the robustness of controls, understating deficiencies, or summarizing findings inaccurately. This undermines the reliability of the entire audit and can lead to poor management decisions, regulatory issues, and reputational damage.
AAIA emphasizes that AI-generated artifacts still require professional judgment and validation to ensure they accurately reflect audit evidence and conclusions.
NEW QUESTION # 207
Which of the following is the GREATEST risk when a generative AI tool used for threat detection produces inaccurate or misleading information?
- A. The model may exaggerate the severity of threats and vulnerabilities.
- B. Potential threats to organizational systems may be overlooked.
- C. AI-related key risk indicator (KRI) values may become less reliable.
- D. Prompt injection attacks may become more likely to succeed.
Answer: B
Explanation:
In the context of cybersecurity and threat detection, the "accuracy" of AI outputs is a matter of organizational safety. The greatest risk of inaccurate information (such as false negatives) is that
"Potential threats may be overlooked," leading to undetected breaches or system compromises.
This occurs when the model fails to flag a genuine anomaly as suspicious.
NEW QUESTION # 208
Which of the following is the MOST important reason to conduct regular threat modeling exercises for AI systems and data?
- A. To comply with AI regulatory requirements
- B. To assess the performance of AI algorithms
- C. To prevent instances of AI model drift
- D. To proactively identify potential vulnerabilities in AI systems
Answer: D
Explanation:
Regular threat modeling allows organizations to proactively identify vulnerabilities specific to AI, such as:
Data poisoning
Model inversion attacks
Membership inference attacks
Prompt injection
Unauthorized model manipulation
AAIA highlights AI threat modeling as essential for anticipating and mitigating AI-specific security risks that traditional IT threat modeling does not fully address.
NEW QUESTION # 209
......
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