Which of the following BEST describes the role of risk documentation in an AI governance program?
Answer(s): B
Risk documentation in AI governance provides evidence that the organization systematically identifies, assesses, and manages AI-related risks. This transparency supports compliance with regulatory requirements, ethical standards, and stakeholder expectations, reinforcing trust in the organization’s AI practices.
Which of the following AI system vulnerabilities is MOST easily exploited by adversaries?
Answer(s): A
Weak access controls provide adversaries with a direct and relatively easy avenue to manipulate, steal, or misuse the AI model. Controlling access is a fundamental security measure; without it, attackers can exploit the system regardless of other vulnerabilities.
Which of the following is the MOST important consideration for an organization that has decided to adopt AI to leverage its competitive advantage?
Answer(s): C
To leverage AI for competitive advantage, the organization must align AI initiatives with business goals, identify key use cases, and plan implementation across functions. A strategic roadmap ensures coordinated adoption, maximizes value, and integrates AI effectively into business operations while addressing risks and governance considerations.
Which of the following is the MOST important factor to consider when selecting industry frameworks to align organizational AI governance with business objectives?
Risk appetite defines the overall level of risk an organization is willing to accept in pursuit of its objectives. When selecting industry frameworks for AI governance, aligning with the organization’s risk appetite ensures that controls, policies, and practices support business goals without exceeding acceptable risk levels.
Which of the following is the BEST approach for minimizing risk when integrating acceptable use policies for AI foundation models into business operations?
Defining policies and procedures for the AI model life cycle - covering development, deployment, monitoring, and decommissioning - ensures consistent, controlled, and compliant use. This approach systematically enforces acceptable use, reduces operational and ethical risks, and integrates AI responsibly into business operations.
Which of the following key risk indicators (KRIs) is MOST relevant when evaluating the effectiveness of an organization's AI risk management program?
Answer(s): D
Monitoring the proportion of AI projects that comply with established risk management policies, regulatory requirements, and governance standards directly reflects the effectiveness of the AI risk management program. High compliance indicates that risks are being adequately controlled across AI initiatives.
Which of the following information is MOST important to include in a centralized AI inventory?
Recording ownership and accountability in a centralized AI inventory ensures clear responsibility for each AI system. This supports governance, risk management, compliance, and incident response by identifying who is responsible for oversight, maintenance, and decision-making related to the AI system.
Personal data used to train AI systems can BEST be protected by:
Anonymization removes or irreversibly masks personally identifiable information (PII) in datasets, preventing individuals from being re-identified. This is the most effective method for protecting personal data in AI training while allowing the model to learn patterns from the data.
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