- A
A QnA Maker knowledge base
Why wrong: QnA Maker is deprecated.
- B
A Conversational Language Understanding (CLU) app
CLU app is needed for intent recognition.
- C
A Microsoft Copilot Studio bot
Microsoft Copilot Studio bot is the interface.
- D
An Azure AI Translator resource
Why wrong: Translator is for translation, not intent recognition.
- E
An Azure AI Bot Service bot
Why wrong: Azure AI Bot Service is not required if using Copilot Studio.
Question 926 of 993
AI-102 Practice Question: Implement natural language processing solutions
This AI-102 practice question tests your understanding of implement natural language processing solutions. Match the stated requirement to the specific cloud service, access model, or configuration option — many options are valid in isolation but not for this scenario. After answering, compare your reasoning against the explanation and wrong-answer breakdown below. Once you have made your selection, read the full explanation to reinforce the concept and understand why each distractor is designed to mislead on exam day.
A company is building a bot using Microsoft Copilot Studio (formerly Power Virtual Agents). They want to use Azure AI Language to understand user intents. Which TWO components are required?
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
✓
A Conversational Language Understanding (CLU) app
Option B is correct because Conversational Language Understanding (CLU) is the Azure AI Language service that enables intent recognition and entity extraction from user utterances. When building a bot with Microsoft Copilot Studio, you can integrate a CLU app to handle complex natural language understanding, allowing the bot to route user intents to appropriate topics or actions.
Key principle: Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
A QnA Maker knowledge base
Why it's wrong here
QnA Maker is deprecated.
- ✓
A Conversational Language Understanding (CLU) app
Why this is correct
CLU app is needed for intent recognition.
Related concept
Read the scenario before looking for a memorised answer.
- ✓
A Microsoft Copilot Studio bot
Why this is correct
Microsoft Copilot Studio bot is the interface.
Related concept
Read the scenario before looking for a memorised answer.
- ✗
An Azure AI Translator resource
Why it's wrong here
Translator is for translation, not intent recognition.
- ✗
An Azure AI Bot Service bot
Why it's wrong here
Azure AI Bot Service is not required if using Copilot Studio.
Common exam traps
Common exam trap: answer the scenario, not the keyword
The trap here is that candidates often confuse QnA Maker (or its successor, custom question answering) with CLU, thinking both serve the same purpose, but QnA Maker is for extracting answers from a knowledge base, not for intent classification, which is the core requirement for understanding user intents.
Detailed technical explanation
How to think about this question
Under the hood, CLU uses a transformer-based model to map utterances to intents and extract entities via a trained schema, and it can be invoked from Copilot Studio using a 'Call an action' or 'Ask a question' node with a CLU endpoint. A subtle behavior is that CLU requires a published endpoint and a runtime endpoint key, and the bot must be configured with the correct region and language settings to avoid latency or mismatched predictions. In a real-world scenario, a customer support bot might use CLU to distinguish between 'refund request' and 'order status' intents, then trigger different Copilot Studio topics accordingly.
KKey Concepts to Remember
- Read the scenario before looking for a memorised answer.
- Find the constraint that changes the correct option.
- Eliminate answers that are true in general but not in this case.
TExam Day Tips
- Watch for words such as best, first, most likely and least administrative effort.
- Review why wrong options are wrong, not only why the correct option is correct.
Key takeaway
Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.
Real-world example
How this comes up in practice
A cloud solutions architect for a retail company is evaluating services for a new workload. The correct answer here reflects best practice for the specific scenario described — not a general cloud recommendation. Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option. Cloud exam questions reward reading the constraint carefully: the same technology can be right or wrong depending on the use case.
What to study next
Got this wrong? Here's your next step.
Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.
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FAQ
Questions learners often ask
What does this AI-102 question test?
Implement natural language processing solutions — This question tests Implement natural language processing solutions — Read the scenario before looking for a memorised answer..
What is the correct answer to this question?
The correct answer is: A Conversational Language Understanding (CLU) app — Option B is correct because Conversational Language Understanding (CLU) is the Azure AI Language service that enables intent recognition and entity extraction from user utterances. When building a bot with Microsoft Copilot Studio, you can integrate a CLU app to handle complex natural language understanding, allowing the bot to route user intents to appropriate topics or actions.
What should I do if I get this AI-102 question wrong?
Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.
What is the key concept behind this question?
Read the scenario before looking for a memorised answer.
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Courseiva creates original exam-style practice questions with explanations and wrong-answer analysis. It does not publish real exam questions, exam dumps, or protected exam content. Learn why practice questions differ from exam dumps →
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Last reviewed: Jul 4, 2026
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