Which of the following agentic AI models would work BEST to optimize prices of airline tickets based on demand and external market conditions?
Answer(s): D
Learning agents adapt their pricing strategies based on historical data, demand patterns, and external market conditions, enabling dynamic optimization and continuous improvement, which is essential for competitive and responsive airline ticket pricing.
Which of the following would be of GREATEST concern to an IS auditor reviewing prompts and outputs of an AI model?
Answer(s): A
Circumvention of model safeguards can expose sensitive or confidential information, creating material operational, compliance, and reputational risks. Ensuring that prompts and outputs do not bypass controls is critical for maintaining data protection and system integrity.
Which of the following is the GREATEST risk when an organization’s AI-based anomaly detection process lacks human-in-the-loop?
Without human-in-the-loop oversight, AI systems may fail to recognize subtle patterns, outliers, or context-specific anomalies, leading to biased or incorrect model outcomes and potentially undermining operational reliability and decision-making accuracy.
A malicious actor is querying a trained AI model with inputs designed to extract sensitive information.Which of the following is the BEST way to describe this type of attack?
Model inversion attacks involve querying a trained AI model to infer or reconstruct sensitive input data, compromising confidentiality without altering the model itself, which directly threatens the privacy of the underlying training data.
An IS auditor finds that the accuracy of an AI model’s predictions has suddenly and significantly decreased after retraining.Which of the following is the MOST likely root cause?
Answer(s): C
Data poisoning occurs when malicious or corrupted training data is introduced during retraining, causing the model’s predictions to degrade significantly and unexpectedly, which aligns with the observed sudden drop in accuracy.
Post your Comments and Discuss ISACA AAIA 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 AAIA content, but please register or login to continue.