Implement knowledge mining and information extraction solutions →easyMultiple ChoiceObjective-mapped
AI-102 Practice Question: Implement knowledge mining and information extraction solutions
Your organization has a large repository of technical manuals in PDF format. You need to build a chatbot that can answer questions about the content of these manuals. Which combination of Azure services should you use?
⚠ Common exam trap
A common mix-up: candidates confuse Azure AI Language (which handles text analytics) with the search and generative AI capabilities needed for a question-answering system, or they incorrectly assume that Azure Bot Service alone can handle document-based Q&A without a search backend.
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 and Azure OpenAI
Azure AI Search provides the indexing and retrieval capabilities needed to search through the PDF content, while Azure OpenAI (specifically GPT models) can generate natural language answers based on the retrieved passages. This combination enables a RAG (Retrieval-Augmented Generation) pattern where the search engine finds relevant text chunks from the manuals and the language model formulates a coherent answer.
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 and Azure OpenAI
Why this is correct
Search indexes the manuals; Azure OpenAI provides conversational Q&A (RAG pattern).
- ✗
Azure AI Speech and Azure OpenAI
Why it's wrong here
Speech is for voice; lacks document processing.
- ✗
Azure AI Language and Azure AI Document Intelligence
Why it's wrong here
No search engine for retrieval.
- ✗
Azure AI Document Intelligence and Azure Bot Service
Why it's wrong here
Document Intelligence extracts data but does not provide search index for Q&A.
Go deeper
Related to this question
About these practice questions
This AI-102 question is part of Courseiva's 945-question bank — original exam-style content with full explanations and wrong-answer analysis, never real exam questions or exam 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 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.