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ISACA AAISM Exam Overview:
| Certification Vendor: | ISACA |
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| Exam Name: | ISACA Advanced in AI Security Management (AAISM) Exam |
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| Exam Number: | AAISM |
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| Certificate Validity Period: | 3 years |
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| Real Exam Qty: | 90 |
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| Related Certifications: | ISACA Advanced in AI Security Management (AAISM) |
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| Exam Format: | Multiple Choice, Scenario-based Questions |
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| Available Languages: | English, Spanish |
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| Exam Price: | USD $399 |
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| Exam Duration: | 150 minutes |
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| Passing Score: | 450/800 |
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| Sample Questions: | ISACA AAISM Sample Questions |
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| Exam Way: | Online remote proctored exam or test center exam |
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| Pre Condition: | Candidates must hold an active CISM or CISSP certification. |
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| Official Syllabus URL: | https://www.isaca.org/credentialing/aaism/aaism-exam-content-outline |
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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 (Q284-Q289):
NEW QUESTION # 284
An organization decides to contract a vendor to implement a new set of AI libraries. Which of the following is MOST important to address in the master service agreement to protect data used during the AI training process?
- A. Continuous data monitoring
- B. Independent certification
- C. Data pseudonymization
- D. Right to audit
Answer: D
Explanation:
AAISM emphasizes that the right to audit is the most critical contractual safeguard when outsourcing AI services. This allows the contracting organization to independently verify that the vendor is applying appropriate protections to training data, meeting compliance obligations, and upholding privacy requirements.
Pseudonymization is a technical method, monitoring is operational, and certifications provide external assurance, but none give the direct, enforceable oversight that audit rights provide. In vendor contracts, the right to audit is the primary safeguard for data protection and governance.
References:
AAISM Study Guide - AI Governance and Program Management (Third-Party Contracts and Audit Rights) ISACA AI Security Management - Vendor Governance Controls
NEW QUESTION # 285
The PRIMARY purpose of adopting and implementing AI architecture as part of an organizational AI program is to:
- A. align the system components of AI with the business goals of the organization
- B. ensure the development of powerful, efficient, and scalable AI systems
- C. deploy fast and cost-efficient AI systems for rapidly changing environments
- D. provide a basis for identification of threats and vulnerabilities
Answer: A
Explanation:
An AI architecture, within program governance, exists to align AI system components and lifecycle processes with business goals and policy constraints. Architecture provides the organizing structure linking strategy, capabilities, processes, data, models, controls, and assurance so that AI outcomes are traceable to business value, risk appetite, and compliance expectations. Efficiency, speed, and threat analysis are important architectural qualities, but they are not the primary purpose; the primary purpose is strategic and governance alignment so that technical choices and controls consistently realize organizational objectives.
NEW QUESTION # 286
Which of the following controls would BEST help to prevent data poisoning in AI models?
- A. Regularly updating the foundational model
- B. Establishing continuous monitoring
- C. Implementing a strict data validation mechanism
- D. Increasing the size of the training data set
Answer: C
Explanation:
The most direct preventative control against data poisoning is robust data validation/ingestion gating:
provenance checks, schema and constraint validation, anomaly/outlier screening, label consistency tests, and whitelist/blacklist source controls before data reaches training pipelines. Larger datasets (A) don't inherently prevent poisoning; monitoring (C) is detective; updating a foundation model (D) does not address tainted inputs entering the pipeline.
References: AI Security Management (AAISM) Body of Knowledge - Adversarial ML Threats and Training-Time Attacks; Secure Data Ingestion and Validation Controls. AAISM Study Guide - Poisoning Prevention: Provenance, Validation, and Sanitization Gates.
NEW QUESTION # 287
Which of the following key risk indicators (KRIs) is MOST relevant when evaluating the effectiveness of an organization's AI risk management program?
- A. Percentage of AI projects in compliance
- B. Number of AI models deployed into production
- C. Number of AI-related training requests submitted
- D. Percentage of critical business systems with AI components
Answer: A
Explanation:
AAISM identifies percentage of AI projects in compliance as the most relevant KRI for evaluating AI risk management effectiveness. This metric directly reflects adherence to governance, regulatory, and security requirements. The number of models deployed (A) or systems with AI components (B) indicate scale, not risk management quality. Training requests (D) show awareness levels but do not measure effectiveness of risk management. Compliance percentage provides a direct, measurable indication of how well risks are being governed and mitigated.
NEW QUESTION # 288
A military contractor discovered that its large language model (LLM) is at high risk of being targeted by advanced persistent threat (APT) actors seeking to exploit the model to access confidential information.
Which of the following attacks is the HIGHEST priority to protect against?
- A. Unauthorized tuning
- B. Model distillation
- C. Model inversion
- D. Data poisoning
Answer: C
Explanation:
AAISM classifies model inversion as a privacy/information-leakage threat where adversaries infer or reconstruct sensitive training data or attributes from model outputs-directly jeopardizing confidential information targeted by APTs. While data poisoning, unauthorized tuning, and model distillation present material risks (integrity, governance/IP theft), the scenario's stated objective-accessing confidential information-most directly maps to inversion. Accordingly, AAISM prioritizes defenses such as output regularization, confidence suppression/calibration, overfitting controls, privacy-preserving techniques, and strict access/telemetry on inference interfaces.
References:* AI Security Management™ (AAISM) Body of Knowledge: Model Security-Inference-Time Threats (Inversion, Membership Inference) and Confidentiality Risks* AAISM Study Guide: Leakage Mitigations-Regularization, Output Minimization/Calibration, Access Controls & Monitoring on Model Interfaces
NEW QUESTION # 289
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