AI-102 Implement generative AI solutions Practice Question
You are using Azure OpenAI Service to generate code snippets. The output must be safe and free of security vulnerabilities. Which TWO practices should you follow? (Select TWO.)
⚠ Common exam trap
Candidates often assume the model's built-in safety features are sufficient (Option B) or that increasing temperature (Option A) improves safety by adding randomness, when in fact Azure AI Content Safety is the explicit, exam-tested tool for output filtering in generative AI solutions.
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
✓
Use Azure AI Content Safety to filter outputs
Azure AI Content Safety is a dedicated service that provides an additional layer of filtering for harmful or inappropriate content, including security vulnerabilities, beyond what the model itself offers. It allows you to define custom severity thresholds and blocklists, ensuring that generated code snippets are safe before they reach the user. This is a recommended practice for production deployments to mitigate risks like injection attacks or exposure of sensitive patterns.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Increase the temperature parameter to encourage diversity
Why it's wrong here
Higher temperature may increase errors and security risks.
- ✗
Rely on the model's built-in safety features
Why it's wrong here
Built-in safety is not sufficient; additional measures are needed.
- ✓
Use Azure AI Content Safety to filter outputs
Why this is correct
Content safety can detect and block harmful code.
- ✗
Fine-tune the model with a dataset of secure code examples
Why it's wrong here
Fine-tuning is costly and may not guarantee security for all prompts.
- ✓
Include a system message instructing the model to follow secure coding practices
Why this is correct
Guides the model to generate secure code.
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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.