AI-102 Practice Question: Implement natural language processing solutions
A company is implementing a question-answering system using Azure AI Language Service. They have a set of FAQ documents in PDF format. Which feature should they use to automatically generate question-answer pairs?
⚠ Common exam trap
It's easy for candidates to confuse Custom Question Answering with Conversational Language Understanding (CLU), but CLU is for intent classification and entity extraction in dialog flows, not for automatic QnA pair generation from documents.
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
✓
Custom Question Answering
Custom Question Answering (C) is the correct feature because it is specifically designed to ingest semi-structured content like FAQ PDFs and automatically generate question-answer pairs. It uses a built-in extraction pipeline that parses the document structure (e.g., headings, bullet points) to identify likely questions and their corresponding answers, which can then be reviewed and refined in the Azure Language Studio portal.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Key Phrase Extraction
Why it's wrong here
Key Phrase Extraction extracts phrases, not Q&A pairs.
- ✗
Extractive Summarization
Why it's wrong here
Summarization does not generate Q&A pairs.
- ✓
Custom Question Answering
Why this is correct
Custom Question Answering can ingest FAQs and generate Q&A pairs.
- ✗
Conversational Language Understanding
Why it's wrong here
CLU is for intent and entity extraction.
Go deeper
Related to this question
About these practice questions
Courseiva writes every AI-102 question from scratch — 945 in total, each with an explanation and a wrong-answer breakdown. None are copied from real exams or 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.