AAIA AI Operations Practice Question
Which THREE of the following are essential components of an MLOps maturity model for ensuring operational stability?
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
✓
Centralized model registry and artifact management
Maturity models focus on automation, monitoring, and governance.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Storing raw data directly in the model repository
Why it's wrong here
Storing data in code repositories is a bad practice.
- ✓
Centralized model registry and artifact management
Why this is correct
Centralized governance is essential for reproducibility.
- ✓
Automated retraining pipelines
Why this is correct
Automation is a core pillar of MLOps maturity.
- ✗
Manual model validation processes
Why it's wrong here
High maturity requires automated validation.
- ✓
Real-time monitoring and alerting for model performance
Why this is correct
Operational stability requires proactive drift and performance monitoring.
About these practice questions
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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.