100% Pass Efficient AAISM - ISACA Advanced in AI Security Management (AAISM) Exam Exam Topic
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| Topic | Details |
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| Topic 1 | - 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 2 | - 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 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 (Q354-Q359):
NEW QUESTION # 354
Which of the following is the MAIN objective of the operational phase of AI life cycle management?
- A. Monitor model performance
- B. Obtain end-user feedback on the model
- C. Optimize the model's algorithms
- D. Align the model to business needs
Answer: A
Explanation:
In the operational phase, AAISM emphasizes continuous monitoring of models for performance, stability, robustness, drift, data quality, security events, and policy compliance. This includes telemetry, thresholds, alerts, incident response for AI failures, and evidence collection for audits. Alignment to business needs is established earlier in planning/governance; algorithmic optimization and feedback collection are supporting activities, but the primary operational objective is live monitoring and assurance to keep risk within tolerance.
References:* AI Security Management™ (AAISM) Body of Knowledge: AI Life Cycle-Operate/Monitor; Ongoing Performance & Drift Monitoring; AI Incident Management* AAISM Study Guide: Operational Controls, Metrics & SLAs/SLOs; Evidence & Audit Readiness in Production
NEW QUESTION # 355
A retail organization implements an AI-driven recommendation system that utilizes customer purchase history. Which of the following is the BEST way for the organization to ensure privacy and comply with regulatory standards?
- A. Establishing a governance committee to oversee AI privacy practices
- B. Conducting quarterly retraining of the AI model to maintain the accuracy of recommendations
- C. Storing customer data indefinitely to ensure the AI model has a complete history
- D. Maintaining a register of legal and regulatory requirements for privacy
Answer: D
Explanation:
According to the AI Security ManagementTM (AAISM) study framework, compliance with privacy and regulatory standards must begin with a formalized process of identifying, documenting, and maintaining applicable obligations. The guidance explicitly notes that organizations should maintain a comprehensive register of legal and regulatory requirements to ensure accountability and alignment with privacy laws. This register serves as the foundation for all governance, risk, and control practices surrounding AI systems that handle personal data.
Maintaining such a register ensures that the recommendation system operates under the principles of privacy by design and privacy by default. It allows decision-makers and auditors to trace every AI data processing activity back to relevant compliance obligations, thereby demonstrating adherence to laws such as GDPR, CCPA, or other jurisdictional mandates.
NEW QUESTION # 356
An attacker triggers several AI agents to execute CPU-heavy tasks simultaneously, exhausting compute quotas. Which of the following agentic AI threats is this an example of?
- A. Unbounded consumption
- B. Intent-breaking manipulation
- C. Reflection-loop trap
- D. Identity spoofing
Answer: A
Explanation:
Unbounded consumption occurs when AI agents are manipulated into excessively consuming computational resources, such as CPU, memory, or API quotas. Triggering multiple CPU- intensive tasks simultaneously to exhaust compute capacity is a direct example of this threat.
NEW QUESTION # 357
When robust input controls are not practical on a large language model (LLM) to prevent prompt injection attacks from external threats, which of the following would be the BEST compensating control to address the risk?
- A. Implement identity and access management (IAM)
- B. Conduct human reviews of the AI system's inputs
- C. Fine-tune the system to validate the AI system's inputs
- D. Review and annotate the AI system's outputs
Answer: D
Explanation:
When preventive input hardening isn't feasible for LLMs, AAISM prescribes compensating detective and corrective controls-notably human review and annotation of outputs prior to downstream action-to reduce harm from prompt injection. Output-side review gates prevent untrusted instructions from propagating, enable rapid suppression/feedback loops, and provide labeled examples for subsequent model hardening. IAM (B) is necessary but does not mitigate injection in content; reviewing inputs (C) is less effective than auditing what the model is about to act on; fine-tuning for validation (D) is helpful long-term but is not an immediate compensating control when robust input validation is impractical.
References: AI Security Management™ (AAISM) Body of Knowledge - LLM Threats & Compensating Controls; Human Oversight & Output Review Gates; Post-incident Feedback and Labeling for Model Hardening.
NEW QUESTION # 358
An organization is reviewing an AI application to determine whether it is still needed. Engineers have been asked to analyze the number of incorrect predictions against the total number of predictions made. Which of the following is this an example of?
- A. Explainable decision-making
- B. Control self-assessment (CSA)
- C. Key performance indicator (KPI)
- D. Model validation
Answer: C
Explanation:
AAISM guidance identifies metrics like error rate versus total predictions as a key performance indicator (KPI) for evaluating AI model effectiveness. KPIs provide measurable values to assess performance against objectives. Model validation is broader and occurs prior to production use, testing the model against predefined standards. Control self-assessment relates to governance processes, not predictive accuracy. Explainable decision-making refers to interpretability, not error-rate evaluation. Thus, analyzing incorrect predictions against total predictions is a performance measure, making it a KPI.
NEW QUESTION # 359
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