AAIA AI Auditing Tools And Techniques Practice Question
Which TWO monitoring tools are typically used to detect 'Data Drift' in production pipelines?
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
✓
AWS SageMaker Model Monitor
AWS SageMaker Model Monitor and Google Cloud Vertex AI Model Monitoring are industry standard tools for drift detection.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✓
AWS SageMaker Model Monitor
Why this is correct
Provides automated drift detection.
- ✗
Web Browser
Why it's wrong here
Not a monitoring tool.
- ✗
Microsoft Excel
Why it's wrong here
Not a production monitoring tool.
- ✓
Google Cloud Vertex AI Model Monitoring
Why this is correct
Provides automated drift detection.
- ✗
Adobe Photoshop
Why it's wrong here
Not a monitoring tool.
About these practice questions
Courseiva writes every AAIA question from scratch — 209 in total, each with an explanation and a wrong-answer breakdown. None are copied from real exams or dumps. Learn why practice questions differ from exam dumps →
JA
Written and reviewed by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
Last reviewed August 2026 · checked against the official ISACA exam blueprint
This AAIA practice question is part of Courseiva's free ISACA 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 AAIA exam.