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Question 547 of 945

AI-102 Practice Question: Implement knowledge mining and information extraction solutions

You are using Azure AI Search to index customer support tickets. You want to automatically extract the customer's sentiment and key phrases from each ticket. Which Azure AI service should you integrate as a skillset?

⚠ Common exam trap

The AI-102 exam often tests the distinction between Azure AI Language (for text analytics) and Azure AI Document Intelligence (for document structure extraction), leading candidates to mistakenly choose Document Intelligence when the task involves analyzing text content rather than extracting form fields.

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 Language

Azure AI Language provides pre-built capabilities for sentiment analysis and key phrase extraction, which are exactly the skills needed to process customer support ticket text. When integrated as a skillset in Azure AI Search, it enriches the indexing pipeline by automatically extracting these insights from each document. The other services focus on different modalities (vision, translation, document structure) and do not offer native sentiment or key phrase extraction.

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 Document Intelligence

    Why it's wrong here

    Used for form extraction, not text analytics.

  • Azure AI Computer Vision

    Why it's wrong here

    For image analysis, not text.

  • Azure AI Translator

    Why it's wrong here

    For translation, not sentiment.

  • Azure AI Language

    Why this is correct

    Offers sentiment and key phrase extraction skills.

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Last reviewed: Jul 4, 2026

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