- A
Language Detection (Azure AI Language) and Translator (Azure AI Translator)
Language Detection identifies the language of the text, and Translator converts it to the target language. Together they fulfill the requirement.
- B
Key Phrase Extraction and Sentiment Analysis
Why wrong: These features extract key topics and sentiment, but neither identifies the language nor translates text.
- C
Entity Recognition and Translator
Why wrong: Entity Recognition extracts named entities (e.g., people, places) but does not identify the language, which is needed before translation.
- D
Language Detection and Text Analytics for Health
Why wrong: While Language Detection identifies the language, Text Analytics for Health is specialized for medical text and does not provide translation.
Quick Answer
The correct combination is Language Detection from Azure AI Language and Translator from Azure AI Translator. This is the right choice because the scenario requires two distinct, sequential steps: first, identifying the language of each article using the prebuilt Language Detection API, and second, translating the identified text into English using the Azure AI Translator service. These two services are designed to integrate seamlessly for multilingual content processing, making them the ideal solution for a global news organization. On the AI-900 exam, this question tests your understanding of how to pair specific prebuilt Azure AI services to solve real-world workflows, often appearing as a scenario where you must distinguish between a single service (like Translator alone) and a two-step pipeline. A common trap is assuming Translator can detect languages on its own, but it requires the language to be specified; Language Detection fills that gap. Memory tip: think “Detect first, then translate” — like reading a label before using a dictionary.
AI-900 Practice Question: Describe features of Natural Language Processing workloads on Azure
This AI-900 practice question tests your understanding of describe features of natural language processing workloads on azure. 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 global news organization receives articles in multiple languages. They need to first identify the language of each article, then translate it into English. Which combination of prebuilt Azure AI services should they use?
Clue words in this question
Noticing these words before you look at the options changes how you read each choice.
Clue:
"first"Why it matters: Order matters here. You are being tested on which action comes before the others — not which action is generally useful.
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
Language Detection (Azure AI Language) and Translator (Azure AI Translator)
Option A is correct because the scenario requires two distinct steps: first, identifying the language of each article, which is performed by the Language Detection API in Azure AI Language; second, translating the article into English, which is handled by the Azure AI Translator service. These two prebuilt services are designed to work together seamlessly for multilingual content processing.
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.
- ✓
Language Detection (Azure AI Language) and Translator (Azure AI Translator)
Why this is correct
Language Detection identifies the language of the text, and Translator converts it to the target language. Together they fulfill the requirement.
Clue confirmation
The clue word "first" in the question point toward this answer.
Related concept
Read the scenario before looking for a memorised answer.
- ✗
Key Phrase Extraction and Sentiment Analysis
Why it's wrong here
These features extract key topics and sentiment, but neither identifies the language nor translates text.
- ✗
Entity Recognition and Translator
Why it's wrong here
Entity Recognition extracts named entities (e.g., people, places) but does not identify the language, which is needed before translation.
- ✗
Language Detection and Text Analytics for Health
Why it's wrong here
While Language Detection identifies the language, Text Analytics for Health is specialized for medical text and does not provide translation.
Common exam traps
Common exam trap: answer the scenario, not the keyword
The trap here is that candidates may assume the Translator service alone can handle both language detection and translation, but the question explicitly requires two separate services, and the Translator's built-in detection is not a standalone prebuilt service for the first step.
Detailed technical explanation
How to think about this question
The Language Detection API uses a deep neural network model trained on millions of documents across 120+ languages, returning a language name and a confidence score (0-1). The Translator service supports dynamic language detection when the source language is unspecified, but for batch processing of articles, explicit language detection ensures accurate routing and avoids ambiguity in mixed-language documents. In real-world scenarios, a news organization might use the Language Detection API to tag articles with their source language before queuing them for translation, enabling parallel processing and error handling.
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.
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FAQ
Questions learners often ask
What does this AI-900 question test?
Describe features of Natural Language Processing workloads on Azure — This question tests Describe features of Natural Language Processing workloads on Azure — Read the scenario before looking for a memorised answer..
What is the correct answer to this question?
The correct answer is: Language Detection (Azure AI Language) and Translator (Azure AI Translator) — Option A is correct because the scenario requires two distinct steps: first, identifying the language of each article, which is performed by the Language Detection API in Azure AI Language; second, translating the article into English, which is handled by the Azure AI Translator service. These two prebuilt services are designed to work together seamlessly for multilingual content processing.
What should I do if I get this AI-900 question wrong?
Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.
Are there clue words in this question I should notice?
Yes — watch for: "first". Order matters here. You are being tested on which action comes before the others — not which action is generally useful.
What is the key concept behind this question?
Read the scenario before looking for a memorised answer.
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Last reviewed: Jun 11, 2026
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