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ISACA AAISM Exam Syllabus Topics:

TopicDetails
Topic 1
  • AI Governance and Program Management: This section of the exam measures the abilities of AI Security Governance Professionals and focuses on advising stakeholders in implementing AI security through governance frameworks, policy creation, data lifecycle management, program development, and incident response protocols.
Topic 2
  • AI Risk Management: This section of the exam measures the skills of AI Risk Managers and covers assessing enterprise threats, vulnerabilities, and supply chain risk associated with AI adoption, including risk treatment plans and vendor oversight.
Topic 3
  • AI Technologies and Controls: This section of the exam measures the expertise of AI Security Architects and assesses knowledge in designing secure AI architecture and controls. It addresses privacy, ethical, and trust concerns, data management controls, monitoring mechanisms, and security control implementation tailored to AI systems.

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​​​ISACA AAISM Exam Questions in Convenient PDF Format

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ISACA Advanced in AI Security Management (AAISM) Exam Sample Questions (Q226-Q231):

NEW QUESTION # 226
A clinic has deployed a new AI application that processes protected health information. An AI security consultant raised concerns about validating transparency and traceability. Which tool BEST provides the information needed to address these concerns?

Answer: D

Explanation:
Model cards document key details about an AI model, including its design, training data, performance, and limitations, providing the transparency and traceability needed to understand how the model operates and makes decisions.


NEW QUESTION # 227
Within an incident handling process, which of the following would BEST help restore end-user trust in an AI system?

Answer: D

Explanation:
AAISM highlights that post-incident remediation and demonstrating lessons learned is essential to restoring trust. Governance guidance specifies that stakeholders regain confidence only when organizations show clear corrective actions, transparency, and improvements to prevent recurrence.


NEW QUESTION # 228
Which of the following datasets is used to tune hyperparameters?

Answer: C

Explanation:
Per AAISM's ML lifecycle controls, hyperparameter tuning is performed on the validation set, reserving the test set strictly for final, unbiased performance estimation. The training set is used to fit parameters; the validation set guides model selection and hyperparameter optimization; the test set is untouched until the end to prevent leakage and optimistic bias. "Configuration" is not a dataset type in the lifecycle split.
References:* AI Security Management (AAISM) Body of Knowledge: Model Development Controls- Data Splitting and Evaluation Integrity* AAISM Study Guide: Overfitting Avoidance; Validation vs. Test Separation; Leakage Prevention* AAISM Mapping to Standards: Evaluation Integrity-Hold-out Protocols and Tuning Practices


NEW QUESTION # 229
Which of the following is the MOST effective way to reduce the risk of reverse engineering of an AI model?

Answer: C

Explanation:
Limiting the number of queries reduces the amount of information an attacker can collect from the model's inputs and outputs. Reverse engineering attacks often rely on extensive querying to approximate the model's behavior, architecture, or parameters, so restricting queries is the most effective mitigation.


NEW QUESTION # 230
Which of the following MOST effectively minimizes the attack surface when securing AI agent components during their development and deployment?

Answer: A

Explanation:
The most effective strategy to minimize attack surfaces in AI agent security is to apply compartmentalization and least privilege enforcement.
AAISM control frameworks emphasize:
* Isolation of components (e.g., training, inference, data pipelines) to limit lateral movement.
* Principle of least privilege to restrict access only to what is required for function.
* Hardening AI pipelines through segmentation rather than relying solely on manual reviews or monitoring.
* Pre-trained models and log centralization are useful but do not directly reduce the attack surface.
* Manual code reviews are important but insufficient against runtime exploitation.
Thus, compartmentalization with least privilege enforcement is the most effective technical safeguard.


NEW QUESTION # 231
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