AI-102 Plan and manage an Azure AI solution Practice Question
Your company is developing an AI-powered document processing solution using Azure AI Document Intelligence. The solution must extract data from scanned PDF forms. The forms are in a custom format not supported by prebuilt models. You have 10,000 labeled forms for training. The solution must be deployed in a region that supports Document Intelligence and must be accessible via a REST API. You need to ensure the solution can process forms with high accuracy. What should you do?
⚠ Common exam trap
Many candidates confuse Azure AI Language's entity extraction with Document Intelligence's form extraction, or assume that a prebuilt model can be adapted via manual mapping, when in reality custom training is mandatory for unsupported formats.
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
✓
Train a custom extraction model using the labeled forms
Azure AI Document Intelligence supports training custom extraction models using labeled forms, which is essential for handling custom form layouts not covered by prebuilt models. With 10,000 labeled forms, you have sufficient data to train a high-accuracy model that extracts specific fields via the REST API, meeting the deployment and accessibility requirements.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Use Azure AI Language to extract entities from the text
Why it's wrong here
Not designed for document layout extraction.
- ✓
Train a custom extraction model using the labeled forms
Why this is correct
Custom model trained on labeled data provides high accuracy.
- ✗
Use a prebuilt model and map fields manually
Why it's wrong here
Prebuilt models do not support custom formats.
- ✗
Use the Read model and write custom logic to extract fields
Why it's wrong here
Complex and less accurate.
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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.