Prepare with ISACA AAIR exam practice material, pass for sure
Updated: Jul 09, 2026
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ISACA Advanced in AI Risk Sample Questions:
1. Which of the following is a risk practitioner's BEST recommendation to establish accountability for AI system outputs and decisions?
A) Regular reviews of resource allocation for AI projects
B) Continuous monitoring and key performance indicators (KPIs)
C) Centralized governance task force for model decision authority
D) Formal documented role assignments with named owners
2. Risk practitioners use automated tools to generate potential AI risk scenarios. Which of the following represents the GREATEST risk from that approach?
A) Emerging adversarial attack vectors may be overlooked.
B) Scenarios may not account for all process interdependencies.
C) Impacts from model changes may be underestimated.
D) Likelihood and impact scoring may be more complex.
3. A risk practitioner is developing risk scenarios related to successful data poisoning attacks on an AI model used across the organization. Which of the following is the BEST approach to help ensure the scenarios are relevant?
A) Engage key stakeholders in risk scenario development.
B) Gather information on similar attacks impacting industry peers
C) Create comprehensive data flow diagrams.
D) Perform adversarial testing in a sandbox environment.
4. 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
5. Which of the following is the MOST important benefit of deploying continuous monitoring and automated anomaly detection for AI models in production?
A) Enhanced interpretability and transparency of model decisions
B) Timely identification of adversarial intrusions and unauthorized parameter changes
C) Improved alignment of model outputs and behavior with organizational strategic goals
D) Automated risk register and vulnerability database updates
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: A | Question # 4 Answer: D | Question # 5 Answer: B |
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