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| Topic | Details |
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| 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.
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| 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.
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| 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 Advanced in AI Security Management (AAISM) Exam Sample Questions (Q83-Q88):
NEW QUESTION # 83
A financial organization uses AI to detect potential fraudulent activities but is concerned about the impact of potential data poisoning. Which of the following controls would BEST mitigate this risk?
- A. Delivering AI-specific security awareness training
- B. Being transparent with customers about the data sources
- C. Using training data from multiple sources
- D. Implementing an updated and tested break-glass policy
Answer: C
Explanation:
AAISM identifies training-data diversity and provenance assurance as primary treatments against data poisoning. Sourcing data from multiple, independently governed providers, combined with ingestion validation and anomaly screening, reduces the chance that a single compromised source can skew model behavior and improves cross-source consistency checks. Transparency, break-glass, and awareness are valuable but do not directly reduce poisoning exposure at the training boundary.
NEW QUESTION # 84
Which of the following would BEST validate automated business processes enabled by the introduction of AI technology?
- A. Complying with regulations to ensure public trust
- B. Conducting periodic reviews of business process integrity
- C. Aligning with core principles for disclosure of information
- D. Ensuring human-in-the-loop oversight
Answer: D
Explanation:
Human-in-the-loop oversight is the best way to validate automated business processes enabled by AI because it ensures that human judgment, review, and intervention remain part of critical decision-making processes. This helps verify accuracy, appropriateness, and ethical operation of AI-driven activities.
NEW QUESTION # 85
Which of the following is the MOST important consideration when an organization is adopting generative AI for personalized advertising?
- A. Fraud risk
- B. Regulatory risk
- C. Reputational risk
- D. Commercial risk
Answer: B
Explanation:
In AAISM, usage of AI for activities involving personal data and profiling, such as personalized advertising, is explicitly mapped to stringent regulatory and compliance requirements (e.g., data protection, consent, profiling limitations, fairness obligations). The material notes that these activities may trigger "heightened regulatory scrutiny, mandatory impact assessments, and potential penalties for non-compliance."
NEW QUESTION # 86
Which defense is MOST effective against cyberattacks that alter input data to avoid detection?
- A. Conducting periodic monitoring of decisions
- B. Applying differential privacy to training data
- C. Enhancing model robustness through adversarial training
- D. Restricting access to internal model parameters
Answer: C
Explanation:
AAISM lists adversarial training as the strongest method to harden models against input manipulation attacks.
By exposing models to adversarial examples during training, the system learns to resist evasion techniques.
Access restriction (B) protects confidentiality, not detection evasion. Monitoring (C) is reactive, not preventive. Differential privacy (D) protects individual data, not adversarial inputs.
References: AAISM Study Guide - AI Evasion Attacks; Adversarial Training Mitigation.
NEW QUESTION # 87
Which of the following is the PRIMARY purpose of a dedicated AI management system policy?
- A. Optimizing AI accuracy
- B. Providing a framework to set AI objectives
- C. Ensuring environmental impact is minimized
- D. Complying with external regulations
Answer: B
Explanation:
Per AAISM, an AI policy is a governance instrument that defines objectives, principles, roles, responsibilities, accountability, and control requirements for AI systems across their lifecycle. It establishes the framework within which performance, compliance, ethics, risk appetite, security, privacy, and sustainability objectives are set and operationalized.
NEW QUESTION # 88
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