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ISACA AAISM Exam Overview:
| Certification Vendor: | ISACA |
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| Exam Name: | Advanced in AI Security Management (AAISM) Exam |
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| Exam Number: | AAISM |
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| Related Certifications: | CISSP CISM |
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| Exam Format: | Multiple-choice questions |
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| Real Exam Qty: | 90 |
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| Certificate Validity Period: | 3 years (continuing professional education required for renewal) |
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| Exam Price: | USD 459 (member) / USD 599 (non-member) |
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| Passing Score: | 450/800 |
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| Exam Duration: | 150 minutes |
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| Available Languages: | Spanish, English |
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| Recommended Training: | ISACA Official Training & Review Materials |
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| Exam Registration: | ISACA AAISM Credentialing Page |
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| Sample Questions: | ISACA AAISM Sample Questions |
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| Exam Way: | Computer-based exam (online proctored or authorized test center) |
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| Pre Condition: | Recommended: Active CISM or CISSP certification and experience in IT/security management or advisory roles |
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| Official Syllabus URL: | https://www.isaca.org/credentialing/aaism |
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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 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 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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ISACA Advanced in AI Security Management (AAISM) Exam Sample Questions (Q226-Q231):
NEW QUESTION # 226
Which of the following BEST addresses risk associated with hallucinations in AI systems?
- A. Content enrichment
- B. Automated output validation
- C. Human oversight
- D. Recursive chunking
Answer: C
Explanation:
AAISM prescribes human-in-the-loop (HITL) controls as the primary safeguard for high-impact generative AI use cases to mitigate hallucination risk. Human oversight ensures critical outputs are reviewed, corrected, and approved before use, with accountability, escalation, and documented decision trails. Automated validators and enrichment help reduce errors but are secondary; recursive chunking is a prompting tactic, not a governance control.
References: AI Security Management (AAISM) Body of Knowledge: Responsible AI & Human Oversight; Generative AI Risk Controls-Approval Workflows and Human Review; AAISM Study Guide: Hallucination Risk Treatment with HITL and Approval Gates.
NEW QUESTION # 227
Which of the following is the MOST effective defense against cyberattacks that alter input data to avoid detection by the model?
- A. Implementing restricted access to the model's internal parameters
- B. Conducting periodic monitoring activities on the model's decisions
- C. Applying differential privacy controls on training datasets
- D. Enhancing model robustness through adversarial training
Answer: D
Explanation:
Evasion attacks manipulate inputs to induce misclassification while leaving the model unchanged. AAISM prescribes adversarial robustness controls, with adversarial training as a primary measure: incorporate adversarially perturbed examples into training/validation to harden decision boundaries and improve resilience across threat models (e.g., Lp-bounded perturbations). Monitoring (A) is detective, not preventive.
Restricting parameter access (C) protects confidentiality but does not mitigate input-space attacks.
Differential privacy (D) addresses training data leakage, not robustness to adversarial inputs.
References:AI Security Management™ (AAISM) Body of Knowledge: Adversarial ML-Evasion vs.
Poisoning; Robustness and Resilience Controls; Adversarial Training.AAISM Study Guide: Model Hardening Techniques; Evaluation of Robust Accuracy; Security Testing with Adversarial Examples.
NEW QUESTION # 228
Which of the following is the GREATEST threat to an organization where shadow generative AI is prevalent?
- A. Software licensing violations
- B. Accidental leakage of proprietary data
- C. Limited technical knowledge of AI operations
- D. Employee misuse of the AI system
Answer: B
Explanation:
Shadow generative AI often operates outside governance and security controls, increasing the likelihood that sensitive or proprietary information is entered into uncontrolled systems, leading to unintended exposure or data leakage.
NEW QUESTION # 229
An organization is considering a Software as a Service (SaaS)-based HR system that uses AI to automate resume vetting and pre-screening of candidates. Which of the following controls is MOST important to review?
- A. Inclusion of diverse and representative training data
- B. Periodic conformity assessments performed by the vendor
- C. Encryption and isolation of data from other customers
- D. Availability of data backups to all customers
Answer: A
Explanation:
AAISM states that HR systems performing candidate evaluation must prioritize training data fairness, representativeness, and bias mitigation because biased HR decisions carry regulatory, ethical, and litigation risks.
NEW QUESTION # 230
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. Enhancing vector embeddings
- B. Improving model fluency
- C. Evaluating prompt injection resilience
- D. Detecting system prompt leakage
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 # 231
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