AI0-001 AI Implementation and Operations Practice Question
An organization wants to implement a robust MLOps pipeline. Which THREE components are essential for a complete MLOps framework? (Choose three.)
⚠ Common exam trap
CompTIA often tests the distinction between 'essential framework components' and 'optional operational tools,' leading candidates to mistakenly select monitoring dashboards or code review gates as core MLOps requirements instead of the foundational pillars of CI/CD, automated testing, and version control.
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
✓
Continuous integration and continuous deployment (CI/CD) pipeline
A is correct because a CI/CD pipeline automates the integration of code changes and deployment of models into production, ensuring consistent and reliable releases. In MLOps, this includes building, testing, and deploying both application code and ML model artifacts, which is fundamental for operationalizing machine learning at scale.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✓
Continuous integration and continuous deployment (CI/CD) pipeline
Why this is correct
CI/CD automates model building and deployment.
- ✓
Automated testing and validation
Why this is correct
Automated tests ensure quality before deployment.
- ✗
Automated code review and approval gates
Why it's wrong here
Code review is a practice, not an essential component of the pipeline.
- ✗
Real-time model monitoring dashboard
Why it's wrong here
Monitoring is operational, not necessarily part of the core MLOps pipeline.
- ✓
Version control for data and model code
Why this is correct
Version control is fundamental for reproducibility.
Visual reference
About these practice questions
Courseiva writes every AI0-001 question from scratch — 754 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 by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
This AI0-001 practice question is part of Courseiva's free CompTIA 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 AI0-001 exam.