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| Section | Weight | Objectives |
|---|---|---|
| AI Risk Governance and Framework Integration | 37% | - AI Models, Frameworks, Strategies, and Use Cases - AI Organizational Processes and Alignment - AI Ownership, Oversight, and Accountability |
| AI Life Cycle Risk Management | - AI bias, drift, transparency, and control evaluation - AI development, deployment, and monitoring risks - AI model and data risk identification | |
| AI Risk Program Management | 42% | - Enterprise AI risk program design - AI risk monitoring and continuous improvement - AI governance communication and reporting - AI risk assessment and treatment strategies |
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NEW QUESTION # 29
A risk practitioner discovers that an AI chatbot stores user interactions indefinitely. Which of the following is the MOST appropriate mitigation?
Answer: A
Explanation:
Within the ISACA Advanced in AI Risk framework, life-cycle controls should protect data quality, model design, testing, validation, monitoring, change management, and secure retirement of AI systems. Indefinite chatbot retention creates unnecessary privacy and breach exposure. Automated retention limits linked to documented consent or purpose ensure records are kept only as long as justified while still accommodating legitimate legal, operational, or audit requirements. This makes option B, Automate retention limits linked to documented consent, the strongest answer. The other choices describe narrower technical, operational, performance, or administrative considerations and do not address the primary risk-management objective in the scenario as directly. A risk practitioner should select the response that most effectively reduces the stated exposure while preserving appropriate oversight, traceability, and alignment with organizational risk tolerance and business requirements.
NEW QUESTION # 30
Which of the following is a risk practitioner's BEST justification for embedding AI risk considerations into acceptable use policies?
Answer: B
Explanation:
Acceptable use policies (AUPs) govern how employees interact with organizational systems and tools.
Embedding AI risk considerations into AUPs ensures that AI-related behaviors align with the organization's risk appetite and tolerance thresholds.
Why C is Correct: According to ISACA AAIR governance principles, the best justification for embedding AI risk in AUPs is maintaining consistent enterprise risk tolerance across all AI-driven decision-making. When risk tolerances are codified in AUPs, employees understand what AI behaviors are permissible, and deviation from these boundaries triggers escalation. This enterprise-wide alignment prevents individual business units from accepting risks that exceed organizational thresholds.
Why A is Wrong: Shadow AI mitigation through allow lists is a specific technical control mechanism, not the primary governance justification for AUP integration. It addresses unauthorized tool use rather than risk tolerance alignment.
Why B is Wrong: Applying uniform risk controls across diverse business functions is a compliance approach that may not be appropriate-different functions may legitimately have different risk profiles. The goal is tolerance alignment, not control uniformity.
Why D is Wrong: Assigning accountability to business unit leadership is a governance structure decision.
AUPs define behavioral expectations, not organizational accountability assignments, which are addressed through RACI frameworks and policy governance.
NEW QUESTION # 31
An organization deploys an autonomous system that makes decisions affecting compliance with regulations.
If those decisions could potentially produce regulatory breaches, which of the following BEST helps to manage associated liability exposures?
Answer: A
Explanation:
Liability from autonomous AI decisions affecting regulatory compliance requires organizations to demonstrate accountability, oversight, and control. Documentation of decision rationale and embedded oversight controls are the primary mechanisms for demonstrating responsible governance to regulators.
Why B is Correct: The ISACA AAIR framework identifies explainability documentation and embedded oversight controls as the key liability management tools for autonomous AI systems. When the organization can demonstrate that each AI decision was explainable, that controls were in place to detect violations, and that human oversight was embedded in the process, this demonstrates due diligence-which is the legal and regulatory standard for managing liability from automated decisions.
Why A is Wrong: Separate compliance programs fragment governance and may increase rather than reduce liability by suggesting AI compliance is siloed from the enterprise compliance program. Regulators expect integrated governance.
Why C is Wrong: Restricting deployment represents risk avoidance, not liability management for already- deployed systems. If the system is already in production, deployment restriction does not address existing liability.
Why D is Wrong: Single-point escalation and non-disclosure create governance bottlenecks and conflict with regulatory transparency requirements. Restricting disclosure cannot be used to shield the organization from regulatory accountability for automated decisions.
NEW QUESTION # 32
An organization is integrating AI systems into core business operations and has decided to establish a formal process to align AI initiatives with corporate values. Which of the following is the GREATEST benefit of this decision?
Answer: C
NEW QUESTION # 33
An AI risk assessment identifies high-impact exploitable vulnerabilities in an AI model. No practical remediation controls are available to address these flaws before the planned go-live date.
What is the risk practitioner’s recommended risk response?
Answer: C
Explanation:
Within the ISACA Advanced in AI Risk framework, program management connects risk identification, control selection, treatment, monitoring, resilience, third-party oversight, and reporting to enterprise risk objectives. A high-risk model with known high-impact exploitable vulnerabilities should not be released when no effective fixes are available. Postponing launch is a risk-avoidance response that prevents knowingly introducing unacceptable exposure into production. This makes option D, Postpone the launch and communicate the delay to stakeholders, the strongest answer. The other choices describe narrower technical, operational, performance, or administrative considerations and do not address the primary risk-management objective in the scenario as directly. A risk practitioner should select the response that most effectively reduces the stated exposure while preserving appropriate oversight, traceability, and alignment with organizational risk tolerance and business requirements.
NEW QUESTION # 34
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