Isaca ISACA Advanced in AI Security Management (AAISM) Exam AAISM Question # 9 Topic 1 Discussion
AAISM Exam Topic 1 Question 9 Discussion:
Question #: 9
Topic #: 1
After deployment, an AI model’s output begins to drift outside of the expected range. Which of the following is the development team’s BEST course of action?
A.
Take the AI model offline
B.
Adjust the hyperparameters of the AI model
C.
Create an emergency change request to correct the issue
AAISM emphasizes that when model drift occurs, the best response is not a quick fix but rather to revisit an earlier phase of the AI life cycle to address data quality, retraining, or evaluation processes. Simply taking the model offline halts functionality without resolution, while adjusting hyperparameters or issuing emergency changes treats the symptom rather than the root cause. Proper governance requires returning to the design or training phases to re-establish stability, accuracy, and compliance of the model. Thus, the correct approach is to return to an earlier AI lifecycle phase.
[References:, AAISM Exam Content Outline – AI Risk Management (Model Drift and Lifecycle Responses), AI Security Management Study Guide – Continuous Improvement in AI Lifecycle, , ]
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