AI-102 Implement generative AI solutions Practice Question
You are deploying a chat application using Azure OpenAI. The application should only answer questions based on a specific set of internal documents. Which THREE features should you use?
⚠ Common exam trap
Microsoft often tests the distinction between content filtering (which handles safety) and domain restriction (which requires retrieval or prompt engineering), leading candidates to incorrectly select content filters for limiting question scope.
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
✓
Azure AI Search index with the internal documents
Azure AI Search indexes allow you to ingest internal documents and perform vector or hybrid search over them. When integrated with Azure OpenAI, the search results are used as grounding context for the model, ensuring responses are based solely on your data.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✓
Azure AI Search index with the internal documents
Why this is correct
The index provides the data source for grounding.
- ✓
Grounding with your data in Azure OpenAI Studio
Why this is correct
This feature restricts answers to the uploaded data.
- ✗
Content filters to block out-of-domain questions
Why it's wrong here
Content filters are not designed for domain scoping.
- ✓
System message to limit the assistant's scope
Why this is correct
System messages can instruct the model to only use provided data.
- ✗
Fine-tuning the model on the internal documents
Why it's wrong here
Fine-tuning embeds knowledge into the model's weights at training time and doesn't restrict responses to only the provided documents at query time — it also requires retraining whenever the document set changes. Retrieval-based grounding (index + grounding config + system message) restricts answers to the current document set dynamically, without retraining.
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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.