AIF-C01 Applications of Foundation Models Practice Question
A company uses Amazon Bedrock with a custom model deployed via Amazon SageMaker. They want to monitor for data drift in input prompts over time. Which AWS service is best suited for this?
⚠ Common exam trap
Many candidates confuse general monitoring services like CloudWatch with specialized ML monitoring tools, assuming CloudWatch can handle data drift detection when it actually lacks the statistical analysis required for such tasks.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Amazon SageMaker Model Monitor
Amazon SageMaker Model Monitor is the correct choice because it is specifically designed to detect data drift in machine learning models, including input prompts for custom models deployed via SageMaker. It continuously monitors the distribution of input data against a baseline and alerts when drift occurs, which aligns with the requirement to monitor input prompts over time.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Amazon CloudWatch
Why it's wrong here
CloudWatch monitors infrastructure metrics but does not analyze data distributions for drift.
- ✓
Amazon SageMaker Model Monitor
Why this is correct
Model Monitor can be configured to capture input data and detect drift using statistical methods.
- ✗
AWS CloudTrail
Why it's wrong here
CloudTrail records API activity, not data distribution analysis.
- ✗
Amazon Athena
Why it's wrong here
Athena is a query service for data in S3, not a monitoring tool for drift.
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JA
Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
This AIF-C01 practice question is part of Courseiva's free Amazon Web Services certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AIF-C01 exam.