[Sep-2026] Dumps Brief Outline Of The AAIA Exam – DumpsTorrent [Q109-Q133]

QUESTION 109
An organization has deployed a generative AI system for customer support that includes frequent updates to the AI model after deployment. Which of the following represents the GREATEST risk?

QUESTION 110
Which of the following controls helps mitigate the risk of competitors poisoning data utilized by a machine learning (ML) model performing sentiment analysis of product reviews?

QUESTION 111
For a sales promotion, an AI system sorts customer attributes into several categories by analyzing transaction history. Verifying which of the following would BEST validate the effectiveness of this process?

QUESTION 112
Which of the following is the MOST important course of action for an organization prior to allowing end users to utilize an AI tool?

QUESTION 113
Which of the following is the PRIMARY purpose of an AI acceptable use policy?

QUESTION 114
Which of the following controls helps mitigate the risk of competitors poisoning data utilized by a machine learning (ML) model performing sentiment analysis of product reviews?

QUESTION 115
During a walk-through, an IS auditor observes an AI engineer entering a prompt that manipulates the AI model’s behavior. Which of the following is the BEST control to prevent this?

QUESTION 116
Which of the following is the BEST way to ensure an AI model’s outputs are effectively controlled for bias?

QUESTION 117
Which of the following is MOST important for an IS auditor to consider when collecting data for analysis by AI tools?

QUESTION 118
Which of the following sampling strategies would MOST likely involve the use of AI?

QUESTION 119
While evaluating a complex machine learning (ML) model used for regulatory compliance in a financial institution, which of the following should the IS auditor do to BEST ensure transparency?

QUESTION 120
Which of the following is the GREATEST risk when training data is not separated into distinct training and testing sets?

QUESTION 121
An organization uses an AI image generation platform to create promotional materials. An IS auditor identifies that the platform includes copyrighted images in its training data. Which of the following is the auditor’s BEST recommendation to address this issue?

QUESTION 122
Which of the following is the MOST important task when gathering data during the AI system development process?

QUESTION 123
Which of the following is the BEST use of AI to audit relationships for conflicts of interest or collusion?

QUESTION 124
During an audit of an investment organization’s AI-powered software, an IS auditor identifies a potential security risk. What is the GREATEST risk associated with staff exfiltrating organizational data to a generative AI tool?

QUESTION 125
Which of the following is MOST important for an IS auditor to review during an AI system audit in order to determine compliance with intellectual property and data rights?

QUESTION 126
An IS auditor is evaluating a cybersecurity system that uses agentic AI for autonomous threat detection and incident response. Which of the following is MOST important for the auditor to consider?

QUESTION 127
During a walkthrough, an auditor learns that model retraining occurs automatically without any approval gate. What is the GREATEST risk this presents?

QUESTION 128
An IS auditor is interviewing management about implemented controls around machine learning (ML) models deployed in the production environment. Which of the following schedules for reviewing the performance of a deployed model would be of GREATEST concern to the auditor?

QUESTION 129
Which of the following correctly summarizes the conclusions of the model card excerpt provided?
Model Card – Electrical Grid Predictive Maintenance Model
Model Information:
Description: AI model designed to predict maintenance needs for
electrical grid components, reduce unplanned downtime, and improve grid reliability.
Inputs: Real-time sensor data, historical maintenance records, and
operational logs.
Outputs: Maintenance needs predictions for 60 & 90 days.
Evaluation:
Approach: Cross-validation and validation of accuracy, precision, and
recall.
Results: Accuracy 72%; Precision 60%; Recall 95%; F1 76%

QUESTION 130
An IS auditor is reviewing a dataset related to a restaurant’s food delivery process. Which of the following data preparation techniques should be used to ensure that no single feature dominates and all fields are weighted appropriately?

QUESTION 131
Which of the following AI documents would support an IS auditor assessing hyperparameter tuning records?

QUESTION 132
An organization’s AI ethics committee is reviewing a new hiring algorithm. Which question is MOST relevant to their review?

QUESTION 133
An IS auditor notes the combined number of records utilized within the training, validation, and testing data sets exceeds the total number of records in the original data set. Which of the following is MOST important for the auditor to determine?