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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 (Q239-Q244):
NEW QUESTION # 239
Which risk is BEST mitigated by automatically clearing in-memory state at the end of each agent application session?
- A. Model bias drift
- B. Exfiltrated residual data
- C. Transport Layer Security (TLS) downgrade attacks
- D. Excessive token billing
Answer: B
Explanation:
Automatically clearing in-memory state after each session reduces the risk that sensitive or residual session data remains accessible to unauthorized users or processes. This helps prevent exposure or exfiltration of confidential information retained in memory after the session ends.
NEW QUESTION # 240
When documenting information about machine learning (ML) models, which of the following artifacts BEST helps enhance stakeholder trust?
- A. Model card
- B. Data quality controls
- C. Hyperparameters
- D. Model prototyping
Answer: A
Explanation:
Themodel cardis a governance artifact that communicatesintended use, performance characteristics, limitations, fairness considerations, and ethical notesof an ML model.
AAISM governance materials highlight thatstakeholder trustcomes from transparency and explainability.
While hyperparameters and data quality controls are technical details, they lack stakeholder-facing clarity.
Model prototyping is part of development but not a governance record.
Model cards are explicitly recommended to:
* Provideexplainabilityand context for decision-making.
* Demonstrate governance, transparency, and compliance.
* Enable stakeholders (regulators, auditors, business leaders) to trust the system.
Therefore, themodel cardis the artifact that best enhances trust.
NEW QUESTION # 241
Which of the following is the GREATEST benefit of implementing an AI tool to safeguard sensitive data and prevent unauthorized access?
- A. Timely analysis of endpoint activities
- B. Reduced need for data classification
- C. Reduced number of false positives
- D. Timely initiation of incident response
Answer: D
Explanation:
Explanation:
AI tools that monitor sensitive data and access patterns can quickly detect anomalies or potential breaches. Early detection enables prompt initiation of incident response, minimizing the impact of unauthorized access and improving overall data security posture.
NEW QUESTION # 242
Which of the following BEST ensures AI components are validated during disaster recovery testing?
- A. Monitoring model performance during failover and recovery
- B. Running simulated data-loss scenarios by deleting test feature-store records
- C. Simulating DoS attacks on AI APIs
- D. Disconnecting model training clusters to test retraining workflows
Answer: A
Explanation:
AAISM states that AI disaster recovery testing must validate that models behave correctly during failover. The only option that tests actual operational continuity of AI components is:
monitoring model performance during failover
This validates stability, functionality, and resilience under disaster conditions.
NEW QUESTION # 243
A red team tests an AI chatbot by simulating adversarial suffix attacks and multilingual inputs.
Which of the following is the PRIMARY goal of this exercise?
- A. Detecting system prompt leakage
- B. Enhancing vector embeddings
- C. Evaluating prompt injection resilience
- D. Improving model fluency
Answer: C
Explanation:
Adversarial suffix attacks and multilingual input manipulation are commonly used to test whether an AI chatbot can be tricked into bypassing safeguards or executing unintended behavior. The primary goal is to evaluate the chatbot's resilience against prompt injection and adversarial manipulation techniques.
NEW QUESTION # 244
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