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.
Network Topology
Refer to the exhibit. You have an Azure AI Language resource named MyLangService. You need to call the conversational language understanding (CLU) API. Which URL should you use?
Option C is correct because the conversational language understanding (CLU) API endpoint requires the `/language/:analyze-conversations` path with a colon prefix before the operation name, which is the correct syntax for the Azure AI Language REST API. The `api-version=2022-10-01-preview` parameter is required to specify the preview version that supports CLU. This URL structure targets the analyze-conversations operation specifically for CLU, not the general text analytics or root endpoint.
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.
Common exam trap: answer the scenario, not the keyword
The trap here is that candidates often confuse the general `/language/analyze-conversations` path (without the colon) with the correct syntax, or they mistakenly use the Text Analytics sentiment endpoint because they think CLU is part of the older Text Analytics API.
Detailed technical explanation
How to think about this question
The colon prefix in the URL path (`:analyze-conversations`) is a convention used by Azure REST APIs to indicate a resource action or operation that is not a standard CRUD operation on a resource. For CLU, the API expects a POST request to this endpoint with a JSON body containing the conversation analysis request, including the project name, deployment name, and query. This design allows the same base resource (`/language`) to support multiple operations like `:analyze-conversations` and `:analyze-text` without ambiguity.
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.
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: https://mylangservice.cognitiveservices.azure.com/language/:analyze-conversations?api-version=2022-10-01-preview — Option C is correct because the conversational language understanding (CLU) API endpoint requires the `/language/:analyze-conversations` path with a colon prefix before the operation name, which is the correct syntax for the Azure AI Language REST API. The `api-version=2022-10-01-preview` parameter is required to specify the preview version that supports CLU. This URL structure targets the analyze-conversations operation specifically for CLU, not the general text analytics or root endpoint.
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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Question Discussion
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