Which of the following involves documenting and monitoring the complete journey of data as it flows through an AI system?
Answer(s): B
Data lineage documents and monitors the end-to-end path of data through an AI system, capturing where it came from, how it moved, and what changes occurred across the pipeline to support traceability and accountability.
A health services organization is developing a proprietary generative AI chatbot to assist patients with medical devices. Which of the following should be the organization's HIGHEST priority?
Answer(s): A
Selecting appropriate training data is the highest priority because a medical-support chatbot must be trained on accurate, relevant, and trustworthy content to reduce unsafe guidance, bias, and compliance risks; model size,data volume, and algorithm tuning cannot compensate for poor or unsuitable data.
When using AI as part of incident response, which of the following BEST ensures the automation aligns with regulatory and governance obligations?
Answer(s): D
A tiered automation strategy ties automated actions to incident severity and required approvals, ensuring high-impact decisions receive appropriate human oversight, auditability, and control consistent with governance and regulatory obligations.
Which of the following methods provides the MOST effective protection against model inversion attacks?
Answer(s): C
Regularization reduces overfitting and memorization of training data, which lowers the risk that an attacker can reconstruct sensitive training records from model outputs during a model inversion attack.
Which of the following is the MOST effective way to identify and address security risk in an AI model?
Threat modeling systematically identifies likely adversaries, attack surfaces, and AI-specific abuse paths (such as prompt injection, poisoning, inversion, and evasion) so controls can be selected and prioritized based on realistic security risks.
Post your Comments and Discuss ISACA AAISM exam prep with other Community members:
Our website is free, but we have to fight against AI bots and content theft. We're sorry for the inconvenience caused by these security measures. You can access the rest of the AAISM content, but please register or login to continue.