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Last Updated: Sep 28, 2026

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Microsoft AI-103 Exam Syllabus Topics:

SectionWeightObjectives
Implement generative AI solutions25-30%- Optimize and evaluate models
  • 1. Implement multimodal AI capabilities
  • 2. Configure content filters and safety
  • 3. Evaluate responses and grounding
- Develop generative AI applications
  • 1. Implement prompt engineering
  • 2. Use Azure OpenAI and Foundry models
  • 3. Build retrieval-augmented generation solutions
Implement computer vision solutions10-15%- Analyze visual content
  • 1. Use multimodal vision APIs
  • 2. Process images and video
  • 3. Implement OCR and visual understanding
Plan and manage Azure AI solutions25-30%- Manage AI solution lifecycle
  • 1. Apply responsible AI practices
  • 2. Monitor model and application performance
  • 3. Implement CI/CD for AI applications
- Plan Azure AI resources
  • 1. Manage deployments and monitoring
  • 2. Configure authentication and security
  • 3. Select Azure AI services and Foundry resources
Implement agentic solutions20-25%- Manage agent operations
  • 1. Implement scalable deployments
  • 2. Secure agent interactions
  • 3. Monitor and debug agents
- Build AI agents
  • 1. Create autonomous and multi-agent workflows
  • 2. Configure memory and orchestration
  • 3. Integrate tools and external knowledge
Implement text analysis and information extraction solutions10-15%- Analyze and extract information
  • 1. Extract entities and structured data
  • 2. Implement natural language processing
  • 3. Use document intelligence services

Microsoft Developing AI Apps and Agents on Azure Sample Questions:

Question #1

You build a chatbot that uses the Azure OpenAI GPT-4 model to generate song lyrics.
You need to ensure that responses do NOT contain lyrics from popular songs that might have been ingested during model training.
Which Azure AI Content Safety API should you use?

  • A. Protected material text detection
  • B. Custom categories
  • C. Groundedness detection
  • D. Analyze Text
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #2

You have an Azure subscription that contains an Azure OpenAI resource named AI1.
You build a chatbot that uses AI1 to provide generative answers to specific questions.
You need to ensure that questions intended to circumvent built-in safety features are blocked.
Which Azure AI Content Safety feature should you implement?

  • A. Protected material text detection
  • B. Monitor online activity
  • C. Moderate text content
  • D. Prompt Shields
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #3

You plan to build an agent that will combine and process multiple files uploaded by users.
You are evaluating whether to use the Azure AI Agent Service to develop the agent.
What is the maximum size of all the files that can be uploaded to the service?

  • A. 1 TB
  • B. 100 GB
  • C. 1 GB
  • D. 10 GB
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #4

You are developing an application that will use Azure AI Search for internal documents.
You need to implement document-level filtering for Azure AI Search.
Which three actions should you include in the solution? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

  • A. Supply the groups as a filter for the search requests
  • B. Retrieve the group memberships of the user
  • C. Add allowed groups to each index entry
  • D. Create one index per group.
  • E. Retrieve all the groups.
  • F. Send access tokens from Microsoft Entra ID, with the search request.
Reveal Solution  Discussion  0

Correct Answer: A,B,C  🗳️

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Question #5

Note: This section contains one or more sets of questions with the same scenario and problem. Each question presents a unique solution to the problem. You must determine whether the solution meets the stated goals. More than one solution in the set might solve the problem. It is also possible that none of the solutions in the set solve the problem.
After you answer a question in this section, you will NOT be able to return. As a result, these questions do not appear on the Review Screen.
You have a multimodal AI generative model that accepts image uploads and uses extracted image text to generate responses.
You discover that users can upload unsafe images and embed hidden instructions into images to manipulate the model.
You need to implement controls to mitigate the risk.
Solution: You configure protected material detection.
Does this meet the goal?

  • A. No
  • B. Yes
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Explanation: Only visible for Test4Sure members. You can sign-up / login (it's free).

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