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Implement natural language processing solutionseasyMultiple ChoiceObjective-mapped

AI-102 Practice Question: Implement natural language processing solutions

A developer is creating a custom question answering project in Azure AI Language. The knowledge base contains product manuals in PDF format. Which step is essential before importing the PDFs?

⚠ Common exam trap

The trap here is that candidates might assume creating an Azure AI Search index is required because custom question answering uses search under the hood, but the Azure AI Language service manages its own index automatically, making Option B a distractor that tests knowledge of Azure AI Language service boundaries.

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

Ensure PDFs are in a supported format and accessible

Before importing PDFs into a custom question answering project in Azure AI Language, the essential step is to ensure the PDFs are in a supported format (e.g., searchable PDF, not scanned images without OCR) and accessible via a valid URL or local path. This is because the import process relies on the service being able to read and extract text from the documents; unsupported or inaccessible files will cause the import to fail.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Ensure PDFs are in a supported format and accessible

    Why this is correct

    PDFs must be in a supported format and accessible via URL or upload.

  • Create an Azure AI Search index

    Why it's wrong here

    Azure AI Search is not required for custom question answering.

  • Deploy a QnA Maker service

    Why it's wrong here

    QnA Maker is deprecated; use custom question answering.

  • Translate PDFs to English

    Why it's wrong here

    Translation is not necessary.

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Last reviewed: Jul 4, 2026

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