Isaca Certification Exams Pack
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- Exam Name: ISACA Advanced in AI Audit (AAIA)
- 275 Questions Answers with Explanation Detail
- Total Questions: 275 Q&A's
- Single Choice Questions: 275 Q&A's
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A car manufacturer uses an AI model to predict maintenance needs for its vehicles. Which of the following techniques can an IS auditor apply to MOST effectively verify the AI model's decisions to stakeholders?
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D
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Explanation
LIME (Local Interpretable Model-Agnostic Explanations) is a leading tool for explaining individual AI predictions by approximating the behavior of complex models with simple, interpretable ones in localized regions. The AAIA™ Study Guide highlights LIME as highly effective for providing transparency and interpretability to non-technical stakeholders. “LIME enables auditors to demonstrate how specific input features influenced an AI decision, facilitating trust and stakeholder understanding—especially in regulated or high-impact contexts.” Options A, B, and C are technical modeling techniques but do not prioritize stakeholder-friendly explanation. Therefore, D is best for transparency. [Reference: ISACA Advanced in AI Audit™ (AAIA™) Study Guide, Section: “AI in Audit Processes,” Subsection: “Explainability Tools and Stakeholder Communication”, ]
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Which of the following is the MOST important reason to establish AI governance structures that extend beyond regulatory compliance?
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C
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Explanation
While regulatory compliance is essential, AAIA underlines thatethical integritymust guide AI design, deployment, and monitoring. Regulations often lag behind technological capabilities; thus, relying solely on compliance leaves gaps in areas such as fairness, transparency, human dignity, and societal impact. The MOST important reason to extend governance structures beyond compliance is toensure ethical integrity throughout the AI life cycle(C) — from data collection and model design to deployment, monitoring, and retirement. Option A focuses on privacy only, a subset of broader ethical considerations. Option B is valid but secondary; reputational protection is often a consequence of doing the right thing ethically. Option D (guardrails) is part of governance, but the overarching rationale for those guardrails is to uphold ethical principles. Therefore,comprehensive ethical stewardshipis the key driver. [References:, ISACA,AAIA Exam Content Outline– Domain 5: Ethical and Legal Considerations in AI (ethical AI principles, beyond compliance)., ISACA AI ethics and governance guidance emphasizing proactive, values-driven AI oversight., ]
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Which of the following is the GREATEST concern when an audit team relies on generative AI to create audit reports?
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B
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Explanation
The greatest concern is that the generative model may hallucinate, producing incorrect facts or conclusions (option B). In an audit context, hallucinations can create false statements about control effectiveness, misreport risks, or incorrectly summarize evidence. AAIA stresses that auditors must maintain professional skepticism and validate AI-generated content. Misstatements are high-risk because they undermine audit credibility, regulatory compliance, and organizational decision-making. Formatting inconsistency (C) and generic language (D) are cosmetic issues. Outdated information (A) is a concern but does not inherently create false conclusions. Hallucinated misinformation is the most severe and dangerous issue in AI-generated audit reporting. [References:, AAIA Domain 3: AI in Audit Processes (accuracy of AI outputs, hallucination risks)., AAIA Domain 5: Ethical Responsibilities in AI-Assisted Work., ]
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