ISACA Advanced in AI Security Management (AAISM) : AAISM

  • Exam Code: AAISM
  • Exam Name: ISACA Advanced in AI Security Management (AAISM) Exam
  • Updated: Oct 09, 2026
  • Q & A: 432 Questions and Answers

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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 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.
Topic 3
  • 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.

Reference: https://www.isaca.org/credentialing/aaism

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ISACA Advanced in AI Security Management (AAISM) Sample Questions:

Question #1

To process customer feedback for business decisions, an organization purchases an AI-powered sentiment analysis service implemented as a black box API. Which of the following represents the GREATEST security risk to the business?

  • A. The service could be subjected to data poisoning attacks that causes sentiment analysis to be manipulated.
  • B. The API endpoint for the service could be unavailable due to a distributed denial of service (DDoS) attack.
  • C. The service may secretly exfiltrate customer feedback data for its own purposes.
  • D. The organization's API key for the service could be stolen and used by an unauthorized party.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #2

An AI system that supports critical processes has deviated from expected performance and is producing biased outcomes. Which of the following is the BEST course of action?

  • A. Activate the model kill switch
  • B. Retrain the model with a new and expanded dataset
  • C. Perform a root cause analysis to identify mitigation steps
  • D. Conduct audits of the data and the model
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #3

Which of the following is the BEST mitigation control for membership inference attacks on AI systems?

  • A. AI threat modeling
  • B. Model ensemble techniques
  • C. Cybersecurity-oriented red teaming
  • D. Differential privacy
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #4

An organization using an AI model for financial forecasting identifies inaccuracies caused by missing data. Which of the following is the MOST effective data cleaning technique to improve model performance?

  • A. Tuning model hyperparameters to increase performance and accuracy
  • B. Deleting outlier data points to prevent unusual values impacting the model
  • C. Applying statistical methods to address missing data and reduce bias
  • D. Increasing the frequency of model retraining with the existing data set
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #5

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

  • A. Encapsulating parameters
  • B. Utilizing proprietary APIs
  • C. Limit the number of queries
  • D. Watermarking the model
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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