Free AAISM: ISACA Advanced in AI Security Management (AAISM) Exam Questions and Answers
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Last updated: September 19, 2026
- Exam code
- AAISM
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- ISACA
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Question #1
Which of the following is the BEST mitigation control for membership inference attacks on AI systems?
Please select an optionIncorrectCorrect answer: C
Differential privacy limits what can be inferred about any single record in the training data, which directly blunts membership inference; the other options are indirect or detective.
Was this answer correct?Question #2
Which attack type is MOST likely to cause model drift?
Please select an optionIncorrectCorrect answer: C
Poisoning the training data changes what the model learns, so its behaviour and outputs drift away from the intended distribution; the other attacks do not alter training.
Was this answer correct?Question #3
When evaluating a new AI tool for intrusion prevention, which of the following is the MOST important consideration to ensure the tool fits within the existing program architecture?
Please select an optionIncorrectCorrect answer: A
The tool must first satisfy the control objectives it is meant to deliver; integration, detection and orchestration matter only if its capabilities fit the intended controls.
Was this answer correct?Question #4
A SaaS-based LLM system has risks including prompt injection, data poisoning, and model exfiltration. What is the BEST way to ensure consistent risk treatment?
Please select an optionIncorrectCorrect answer: B
A control matrix maps each identified threat to specific controls and assurance evidence, giving consistent and repeatable treatment across the LLM risks; the other options cover only part of the problem.
Was this answer correct?Question #5
The PRIMARY goal of data poisoning attacks is to:
Please select an optionIncorrectCorrect answer: D
Data poisoning corrupts training data so the model produces wrong or manipulated outputs, which is an attack on integrity rather than on confidentiality.
Was this answer correct?Question #6
An organization is updating its vendor arrangements to facilitate the safe adoption of AI technologies. Which of the following would be the PRIMARY challenge in delivering this initiative?
Please select an optionIncorrectCorrect answer: C
Updating vendor arrangements depends on the large AI providers accepting revised terms; their commercial resistance, rather than internal capability, is the primary obstacle.
Was this answer correct?Question #7
A global organization experienced multiple incidents of staff pasting confidential data into public chatbots. Which action is MOST important to reduce short-term risk?
Please select an optionIncorrectCorrect answer: A
Role-based, scenario-driven training aimed at the job functions handling confidential data changes the behaviour causing the leaks; generic modules, policy signatures and blocking do not.
Was this answer correct?Question #8
Which of the following strategies is the MOST effective way to protect against AI data poisoning?
Please select an optionIncorrectCorrect answer: C
Validating data and detecting anomalies before and during training removes or flags poisoned samples, which is the most direct protection; complexity or more data increase exposure.
Was this answer correct?Question #9
Which of the following would BEST help mitigate vulnerabilities associated with hidden triggers in generative AI models?
Please select an optionIncorrectCorrect answer: C
Adversarial training deliberately probes the model for hidden triggers so they can be exposed and neutralised; retraining or monitoring alone does not remove implanted backdoors.
Was this answer correct?Question #10
An organization is facing a deepfake attack intended to manipulate stock prices. The organization's crisis communication plan has been activated. Which of the following is MOST important to include in the initial response?
Please select an optionIncorrectCorrect answer: B
An immediate, pre-approved public statement corrects the false information before it moves the market; forensics, monitoring and training are slower or longer-term actions.
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Other ISACA certifications
- CRISC: Certified in Risk and Information Systems Control (opens in a new tab)
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- CISM: Certified Information Security Manager (opens in a new tab)
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- IT Risk Fundamentals — IT Risk Fundamentals Certificate (opens in a new tab)
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FAQ
Learn More: https://www.isaca.org/
- Q1: What are ISACA Certification Exams?
- A: ISACA (Information Systems Audit and Control Association) Certification Exams validate your expertise in various IT governance, risk management, cybersecurity, and audit disciplines. These certifications demonstrate your proficiency in managing and securing information systems, ensuring compliance, and enhancing IT governance.
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- A: Preparation can include official ISACA training courses, study guides, practice exams, online tutorials, and hands-on experience in relevant IT governance, risk management, and cybersecurity practices.
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- A: Some exams may have prerequisites, such as educational qualifications or professional experience in IT governance, risk management, or cybersecurity. Check the specific requirements for each certification path on the ISACA website.
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