AI-103 Plan And Manage AN Azure AI Solution Practice Question
When planning an Azure AI solution deployment strategy, what are THREE key considerations for model versioning and lifecycle management? (Choose three.)
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
✓
Implementing automated regression testing in CI/CD pipelines when upgrading model versions.
Model updates require planning around version deprecation notices, validating output consistency, and testing rollback strategies. Relying on auto-updates without testing can break downstream integrations.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✓
Implementing automated regression testing in CI/CD pipelines when upgrading model versions.
Why this is correct
Regression testing ensures that new model versions do not negatively impact application outputs.
- ✓
Reviewing the deprecation and retirement schedule published by Microsoft for specific model versions.
Why this is correct
Azure AI models have defined lifecycles and deprecation dates that must be monitored.
- ✗
Deleting older model versions immediately upon release of a new version to save cloud storage costs.
Why it's wrong here
Older versions cannot be deleted by users as they are managed platform models, and immediate removal would break active dependencies.
- ✗
Hardcoding the latest model version string into production code without version specifiers.
Why it's wrong here
Hardcoding latest without a version specifier leads to unexpected breaking changes.
- ✓
Establishing a rollback plan in case a newer model version exhibits unexpected behavior.
Why this is correct
A rollback strategy ensures business continuity if a new model version fails validation.
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 Microsoft exam blueprint
This AI-103 practice question is part of Courseiva's free Microsoft 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 AI-103 exam.