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AI-102 · topic practice

Scenario practice questions

Practise Microsoft Azure AI Engineer Associate AI-102 Scenario practice questions — original exam-style scenarios with answer choices, explanations, and analysis of common mistakes.

Courseiva uses original exam-style practice questions designed for learning and revision. The goal is to understand the concepts, recognise exam patterns, and improve through explanations — not memorise copied exam dumps.

Reviewed byJohnson Ajibi· MSc IT Security
20 questionsDomain: Scenario
Practice 10 questionsBrowse domain →

What the exam tests

What to know about Scenario

Scenario questions test whether you can apply the concept in context, not just recognise a definition.

How the topic appears in realistic exam-style scenarios.

Which detail in the question changes the correct answer.

How to eliminate plausible but wrong options.

How to connect the question back to the wider exam objective.

Watch out for

Common Scenario exam traps

  • ▸Answering from memory before reading the full scenario.
  • ▸Missing a constraint such as cost, availability, security, scope or command context.
  • ▸Choosing a broad answer when the question asks for the most specific fix.
  • ▸Ignoring why the wrong options are tempting.

Practice set

Scenario questions

20 questions · select your answer, then reveal the explanation

Question 1mediummatching
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Match each Azure AI scenario to the appropriate service.

Drag a concept onto its matching description — or click a concept then click the description.

Concepts
Matches

Computer Vision

Speech Translation

Form Recognizer

Text Analytics

QnA Maker

Question 2hardmulti select
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You are designing a solution that uses Azure AI Document Intelligence to extract data from invoices. The solution must handle high throughput and process documents in batch. Which TWO configuration options should you use?

Question 3easymultiple choice
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You plan to use Azure AI Content Safety to detect hate speech in user-generated content. Which type of content safety is most appropriate for this scenario?

Question 4hardmulti select
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You are using Azure AI Document Intelligence to extract data from scanned contracts. The contracts contain tables and handwritten signatures. Which TWO features should you enable?

Question 5hardmultiple choice
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You are responsible for ensuring that an Azure AI solution complies with data residency requirements. The solution processes personal data from users in the European Union. You must ensure that data does not leave the EU region. Which two actions should you take?

Question 6hardmultiple choice
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You are deploying an Azure AI multi-agent solution on Microsoft Foundry. The solution uses three agents that must share context and pass tasks among themselves. To ensure reliable orchestration and traceability, which agent pattern should you implement?

Question 7mediummultiple choice
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You are building a multilingual chatbot using Azure AI Language. For a given user utterance, you need to first detect the language, then route to the appropriate language-specific intent model. Which combination of Azure AI Language features should you use?

Question 8easymultiple choice
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You need to analyze videos stored in Azure Blob Storage to detect objects and generate timestamps. Which Azure service should you use?

Question 9mediummulti select
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Which TWO actions should you take to reduce the cost of using Azure OpenAI for a chatbot that handles high traffic?

Question 10mediummultiple choice
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A company uses Azure AI Vision to analyze product images in an e-commerce application. The solution uses the Analyze Image API with OCR. Recently, the OCR accuracy has decreased for images with handwritten text on product labels. What should the team do to improve accuracy?

Question 11hardmultiple choice
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You are designing a solution that must extract specific entities from customer emails, such as product names, order numbers, and dates. The solution must be able to learn from a small set of labeled examples and improve over time. Which Azure AI service should you use?

Question 12hardmultiple choice
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Refer to the exhibit. You are reviewing an Azure OpenAI Service API request. The deployment-id is 'gpt-4o'. The user asks 'What is the capital of France?' The response is cut off mid-sentence. Based on the parameters, what is the most likely cause?

Exhibit

{
  "parameters": {
    "api-version": "2024-10-01-preview",
    "deployment-id": "gpt-4o",
    "messages": [
      {
        "role": "system",
        "content": "You are an AI assistant."
      },
      {
        "role": "user",
        "content": "What is the capital of France?"
      }
    ],
    "max_tokens": 100,
    "temperature": 0.7,
    "stop": ["\n"]
  }
}
Question 13hardmulti select
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Which THREE factors should you consider when choosing between Azure AI Custom Vision and Azure AI Vision pre-built models for an image classification task? (Choose three.)

Question 14easymultiple choice
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You need to transcribe customer service calls into text for analysis. Which Azure service should you use?

Question 15hardmultiple choice
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A manufacturing company uses Azure AI Custom Vision to detect defects on a production line. The model was trained with 500 images per class and achieves 95% accuracy. After deployment, the model's accuracy drops to 80% due to changes in lighting conditions. What is the most effective first step to improve the model's robustness?

Question 16mediummultiple choice
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Your team is developing a chatbot using Azure AI Bot Service with language understanding via Azure AI Language (CLU). You need to ensure that the chatbot can handle multiple intents in a single user utterance and return confidence scores for each. Which configuration should you use?

Question 17easymultiple choice
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You are building an application that analyzes images of handwritten notes. The application must extract the handwritten text and preserve the original layout, including line breaks and indentation. Which Azure AI service should you use?

Question 18mediummultiple choice
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A company is using Azure AI Vision to analyze images from a manufacturing line. The solution must detect defects in real-time. The team discovers that the model's accuracy drops significantly when images are captured under different lighting conditions. What is the best approach to improve the model's robustness?

Question 19mediummultiple choice
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You are designing an AI solution that uses Azure AI Document Intelligence to extract data from invoices. The solution must handle a high volume of documents with varying layouts. Which approach should you use?

Question 20hardmultiple choice
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Your Azure AI solution uses multiple AI services including Computer Vision and Language. To reduce costs, you want to share a single key and endpoint across services. Which Azure resource type should you deploy?

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Every question in these sessions is drawn from the Scenario domain — nothing else.

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Browse all Scenario questions →Mixed AI-102 session

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Frequently asked questions

What does the AI-102 exam test about Scenario?
Scenario questions test whether you can apply the concept in context, not just recognise a definition.
How should I use these practice questions?
Select your answer before revealing the explanation. Then read why each option is right or wrong — this active recall approach builds retention far faster than re-reading notes.
Can I practise just Scenario questions in a focused session?
Yes — the session launcher on this page draws every question from the Scenario domain. Use a 10-question session first to gauge your baseline, then move to 20 or 30 once the weak spots are clear.
Where can I practise other AI-102 topics?
Use the topic links above to move to related areas, or go back to the AI-102 question bank to see all topics.
Are these real exam questions or dumps?
These are original practice questions written to test the same concepts the AI-102 exam covers. They are not copied from any real exam or dump site.