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Updated: Aug 11, 2026
No. of Questions: 92 Questions & Answers with Testing Engine
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| Certification Vendor: | ISACA |
| Exam Name: | ISACA Advanced in AI Risk (AAIR) Certification Exam |
| Exam Number: | AAIR |
| Exam Price: | USD 459 (member) / USD 599 (non-member) |
| Related Certifications: | CISA CISM CRISC CGEIT CDPSE CISSP CRMA CGRC |
| Real Exam Qty: | 90 |
| Exam Format: | Multiple-choice, Computer-based testing, Proctored exam (test center or remote where available) |
| Available Languages: | English, Spanish, Chinese (Simplified) |
| Exam Duration: | 150 minutes |
| Recommended Training: | AAIR QAE Practice Database (ISACA Learning Resources) AAIR Virtual Workshop (ISACA Training) AAIR Online Review Course (ISACA) |
| Exam Registration: | ISACA AAIR Official Certification Page ISACA Certification Registration (MyISACA portal) |
| Sample Questions: | ISACA AAIR Sample Questions |
| Exam Way: | Computer-based exam via PSI testing centers or remote proctoring (availability varies by region; some regions require test center only). |
| Pre Condition: | Candidates must hold one of ISACA or equivalent recognized certifications such as CISA, CISM, CRISC, CGEIT, CDPSE, CISSP, CRMA, CGRC, or other approved risk/security/audit designations, and have relevant IT risk or advisory experience. |
| Official Syllabus URL: | https://www.isaca.org/credentialing/aair |
| Section | Weight | Objectives |
|---|---|---|
| AI Risk Governance and Framework Integration | 37% | - AI Organizational Processes and Alignment - AI Models, Frameworks, Strategies, and Use Cases - AI Ownership, Oversight, and Accountability |
| AI Life Cycle Risk Management | - AI development, deployment, and monitoring risks - AI model and data risk identification - AI bias, drift, transparency, and control evaluation | |
| AI Risk Program Management | 42% | - Enterprise AI risk program design - AI governance communication and reporting - AI risk assessment and treatment strategies - AI risk monitoring and continuous improvement |
1. An organization is selecting an AI model for a solution that requires the creation of new content. It is MOST important to consider selecting:
A) an unsupervised clustering model that groups observations by similarity metrics.
B) a generative model capable of synthesizing samples from an underlying distribution.
C) a reinforcement learning model that optimizes sequential actions through reward signals.
D) a rule-based expert system driven by explicit decision rules and domain knowledge.
2. An organization intends to implement an AI system that poses significant societal risk and interfaces with critical infrastructure and public services. Which of the following is the BEST course of action?
A) Conduct a comprehensive pre-launch evaluation of potential adverse impacts and compliance obligations.
B) Restrict disclosure of model internal operations to safeguard proprietary algorithms and protect trade secrets.
C) Conduct parallel model evaluation to quantify the impact of system operations.
D) Engage external consultants with expertise on measuring broad societal impacts.
3. Which of the following is the GREATEST organizational risk when AI performance alerts are not escalated to decision-makers for review and decisioning?
A) Loss of traceability from insufficient model decision logging
B) Excessive cost and resource allocation due to redundant mitigation activities
C) Inadequate representation of AI operational risk in governance reporting
D) Business disruption due to delayed remediation of unstable AI behavior
4. Which of the following is MOST important to evaluate when selecting a vendor for a third-party large language model (LLM)?
A) How the vendor handles data during model training and inference
B) How the vendor selects machine learning (ML) methods
C) Whether the vendor offers subscription-based service options
D) Whether the vendor's service level agreements (SLAs) align with corporate strategy
5. An election oversight body is considering the use of AI to identify irregularities in voting patterns. Which of the following is the MOST important risk to evaluate?
A) Amplification of biases in historical data
B) Identification of voter locations
C) Distrust of AI among political interest groups
D) Susceptibility to contextual drift
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A | Question # 3 Answer: D | Question # 4 Answer: A | Question # 5 Answer: A |
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