AI-102 Plan and manage an Azure AI solution Practice Question
Your company uses Azure OpenAI to generate code snippets. Developers need to ensure that the generated code does not contain security vulnerabilities. What should you implement?
⚠ Common exam trap
Test-takers frequently confuse Azure OpenAI content filters (which handle text-level safety) with code-level security scanning, leading them to incorrectly select Option C, while the correct approach requires a dedicated security analysis tool integrated into the development pipeline.
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
✓
Integrate a static code analysis tool into the CI/CD pipeline to scan generated code
Integrating a static code analysis tool (e.g., Microsoft Defender for DevOps, SonarQube, or Checkmarx) into the CI/CD pipeline allows automated scanning of generated code for security vulnerabilities before deployment. This approach directly addresses the requirement to ensure generated code is free of vulnerabilities, as Azure OpenAI content filters are not designed to detect code-level security flaws like SQL injection or buffer overflows.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Set usage quotas to limit the number of code generation requests
Why it's wrong here
Quotas control volume, not code safety.
- ✗
Fine-tune the model on a dataset of secure code examples
Why it's wrong here
Fine-tuning can help but cannot guarantee security; vulnerabilities may still be generated.
- ✗
Configure Azure OpenAI content filters to block vulnerable code
Why it's wrong here
Content filters are not designed to detect code vulnerabilities.
- ✓
Integrate a static code analysis tool into the CI/CD pipeline to scan generated code
Why this is correct
Static analysis tools can detect vulnerabilities in generated code before deployment.
Go deeper
Related to this question
About these practice questions
One of 945 original AI-102 practice questions on Courseiva, each with a full explanation and wrong-answer analysis — not exam dumps or protected exam content. Learn why practice questions differ from exam dumps →
JA
Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
This AI-102 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-102 exam.