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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 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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| 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.
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ISACA Advanced in AI Security Management (AAISM) Exam Sample Questions (Q249-Q254):
NEW QUESTION # 249
When creating a use case for an AI model that provides sensitive decisions affecting end users, which of the following is the GREATEST benefit of using model cards?
- A. Technical instructions for model deployment are created
- B. Model type selection is documented
- C. Ethical considerations of the model are documented
- D. Data collection requirements are reduced
Answer: C
Explanation:
AAISM highlights that model cards are a governance tool designed to document ethical considerations, limitations, fairness constraints, data sources, and suitability of use cases for AI models-especially when they affect individuals' rights, opportunities, or access to services.
Their greatest value is providing transparency and ethical clarity, ensuring stakeholders understand risks, bias considerations, and how decisions impact users.
Deployment instructions (B) are not part of model cards. They do not reduce data needs (C), nor is model type selection (D) their primary purpose.
References: AAISM Study Guide - AI Governance Documentation; Transparency and Model Cards.
NEW QUESTION # 250
A large financial services organization is integrating a third-party AI solution into its critical fraud detection system. Which of the following is the BEST way for the organization to reduce risk associated with AI vendor and supply chain dependencies?
- A. Conducting annual vulnerability assessments of the fraud detection system after integration
- B. Establishing contractual agreements requiring vendors to provide evidence of secure development practices
- C. Focusing on performance testing to ensure the solution meets operational requirements
- D. Implementing isolated virtual environments to validate the integration of the fraud detection system with the solution
Answer: B
Explanation:
AAISM emphasizes supplier assurance through contractual obligations as the foundational control for AI supply chain risk. Contracts should require verifiable evidence of secure development practices (e.g., secure SDLC, model and data provenance documentation, SBOM/MBOM where applicable, vulnerability disclosure, patch SLAs, audit rights, incident notification, and regulatory compliance assertions). This creates enforceable, continuous assurance beyond point-in-time tests.
* A is necessary but reactive and limited to your environment.
* B addresses performance, not supply chain security.
* D is a good isolation/validation practice but does not create vendor accountability across the lifecycle.
References:* AI Security Management (AAISM) Body of Knowledge: Third-Party and Supply Chain Governance-Contractual security requirements, evidence-based assurance, right-to-audit.* AI Security Management Study Guide: Vendor due diligence artifacts, secure development evidence, lifecycle obligations for AI providers.
NEW QUESTION # 251
Which of the following is the MOST important consideration when deciding how to compose an AI red team?
- A. Time-to-market constraints
- B. AI use cases
- C. Compliance requirements
- D. Resource availability
Answer: B
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 # 252
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?
- A. Unwillingness of large AI companies to accept updated terms
- B. Inability to sufficiently identify shadow AI within the organization
- C. Insufficient legal team experience with AI
- D. Failure to adequately assess AI risk
Answer: A
Explanation:
In the AAISM guidance, vendor management for AI adoption highlights that large AI providers often resist contractual changes, particularly when customers seek to impose stricter security, transparency, or ethical obligations. The official study materials emphasize that while organizations must evaluate AI risk and build internal expertise, the primary challenge lies in negotiating acceptable contractual terms with dominant AI vendors who may not be willing to adjust their standardized agreements. This resistance limits the ability of organizations to enforce oversight, bias controls, and compliance requirements contractually.
References:
AAISM Exam Content Outline - AI Risk Management
AI Security Management Study Guide - Third-Party and Vendor Risk
NEW QUESTION # 253
Which of the following approaches BEST helps reduce model bias?
- A. Increasing the number of labels per instance
- B. Ensuring diversity in training data sources
- C. Decreasing frequency of model updates
- D. Utilizing a more complex architecture
Answer: B
Explanation:
AAISM states that the strongest control against bias is ensuring representative, diverse, and inclusive training data. This directly minimizes skew and systemic underrepresentation.
NEW QUESTION # 254
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