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

Your organization is using Azure AI Document Intelligence to process a mix of invoices and purchase orders. You need to ensure that documents are correctly classified before extraction. Which THREE steps should you take?

⚠ Common exam trap

Watch out — candidates often confuse prebuilt models (which perform extraction) with classification capabilities, assuming they can automatically identify document types without a dedicated classifier.

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

Create a custom classification model in Document Intelligence

Azure AI Document Intelligence requires you to create a custom classification model to distinguish between document types like invoices and purchase orders. This model is built by training on labeled samples, enabling it to assign a document type before extraction. Without a custom classifier, the service cannot automatically route documents to the appropriate extraction model.

Answer analysis

Option-by-option breakdown

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

  • Train the classification model with one sample per type

    Why it's wrong here

    One sample is insufficient for accurate classification.

  • Create a custom classification model in Document Intelligence

    Why this is correct

    Custom classification models categorize documents by type.

  • Label at least 5 samples for each document type

    Why this is correct

    Training requires a minimum number of labeled samples per class.

  • Chain the classification model with extraction models

    Why this is correct

    After classification, route documents to the appropriate extraction model.

  • Use the prebuilt invoice and purchase order models for classification

    Why it's wrong here

    Prebuilt models are for extraction, not classification.

About these practice questions

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JA

Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This AI-102 practice question is part of Courseiva's free Microsoft certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AI-102 exam.