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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 (Q399-Q404):
NEW QUESTION # 399
Which of the following is the BEST technique for addressing the likelihood of a model evasion attack?
- A. Integrating multiple detection mechanisms
- B. Implementing hashing techniques
- C. Developing a catalog of AI-specific attack scenarios
- D. Establishing continuous monitoring
Answer: A
Explanation:
Integrating multiple detection mechanisms creates layered defenses, making it significantly harder for adversarial inputs to bypass all controls. This diversity increases resilience against evasion attempts by detecting anomalies through different methods.
NEW QUESTION # 400
Which of the following is the MOST important consideration when deciding how to compose an AI red team?
- A. Time-to-market constraints
- B. Compliance requirements
- C. AI use cases
- D. Resource availability
Answer: C
Explanation:
AAISM materials specify that the composition of an AI red team must be tailored to the organization's AI use cases. The purpose of red-teaming is to simulate realistic adversarial conditions aligned with the actual applications of AI. For example, testing a generative model requires different expertise than testing a fraud detection system. While resource availability, compliance requirements, and time-to-market pressures are practical considerations, they are secondary to aligning team expertise with use case scenarios. The most important factor is therefore the AI use cases themselves.
References:
AAISM Exam Content Outline - AI Risk Management (Red Teaming Considerations) AI Security Management Study Guide - Tailoring Adversarial Testing to Use Cases
NEW QUESTION # 401
Which of the following is the PRIMARY reason to use model cards for the management of AI systems?
- A. To standardize the model performance and intended use documentation.
- B. To eliminate the need for human oversight of low-level decisions.
- C. To facilitate the encryption of training data to prevent unauthorized model access.
- D. To help to ensure model retraining is automated and timely.
Answer: A
Explanation:
Model cards are primarily used to provide standardized documentation about an AI model's intended use, performance characteristics, limitations, assumptions, risks, and evaluation results.
This supports transparency, governance, and informed decision-making throughout the AI system lifecycle.
NEW QUESTION # 402
Which of the following is MOST important to monitor in order to ensure the effectiveness of an organization's AI vendor management program?
- A. Vendor participation in industry AI research
- B. Vendor reviews of external AI threat reports
- C. Vendor compliance with AI-related requirements
- D. Vendor results in compliance training programs
Answer: C
Explanation:
The AAISM framework specifies that the primary metric of effectiveness in vendor management is the vendor's compliance with AI-related requirements defined in contracts and governance frameworks. This provides measurable assurance that vendors adhere to agreed-upon privacy, security, and ethical standards. Reviews of threat reports, training results, or research participation are supplemental and may support continuous improvement, but they do not establish compliance accountability. Governance requires a direct focus on whether contractual and regulatory obligations are being fulfilled. Therefore, vendor compliance with AI requirements is the most important monitoring focus.
NEW QUESTION # 403
Which of the following is the BEST control for preventing deepfakes?
- A. AI governance policies
- B. Output provenance verification
- C. Regular AI risk assessment
- D. System input validation
Answer: B
Explanation:
Output provenance verification (e.g., robust watermarking, cryptographic signing, content credentials, and chain-of-custody attestations) is the primary preventive and detective control to combat deepfakes at scale. It enables receivers and downstream systems to verify that media originates from trusted sources and has not been tampered with.
NEW QUESTION # 404
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