Microsoft Developing AI Apps and Agents on Azure : AI-103

  • Exam Code: AI-103
  • Exam Name: Developing AI Apps and Agents on Azure
  • Updated: Sep 13, 2026     Q & A: 159 Questions and Answers

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Microsoft AI-103 Exam Syllabus Topics:

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

Microsoft Developing AI Apps and Agents on Azure Sample Questions:

Question #1

You have an Azure subscription.
You plan to build an app that will use the Azure OpenAI DALL-E model.
You need to deploy the model.
What should you use?

  • A. the Azure SDK for JavaScript and Azure Machine Learning Studio
  • B. the Azure portal and Microsoft Graph API
  • C. the Azure SDK for Python and PowerShell cmdlets
  • D. Azure AI Studio and Azure Command-Line Interface (CLI)
Answer: D

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Question #2

You have an application that processes scanned PDF invoices. The invoices have varied layouts and include multipage tables.
You have a pipeline that uses optical character recognition (OCR) and extracts totals and invoice numbers. The results are often incorrect because the document structure is ignored.
You need to implement a solution that provides OCR, layout analysis, and template-generalizing field extraction. The solution must NOT require training a custom model. The solution must minimize administrative effort.
What should you include in the solution?

  • A. Azure Content Understanding in Foundry Tools
  • B. Azure Language in Foundry Tools
  • C. an Azure Machine Learning model
Answer: A

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Question #3

You have a Microsoft Azure AI Foundry project named Project1.
You plan to create an app named App1 that will connect to Project1 and chat by using a generative AI model.
You need to connect App1 to Project1 by using the Azure AI Foundry SDK. The solution must minimize development effort.
What should you configure in App1?

  • A. a project scope key
  • B. a connection string
  • C. an AIProjectClient object
  • D. a SASCredentials object
Answer: B

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Question #4

You have an Azure subscription that contains an Azure OpenAI resource.
You plan to build an agent by using the Azure AI Agent Service. The agent will perform the following actions:
- Interpret written and spoken questions from users.
- Generate answers to the questions.
- Output the answers as speech.
You need to create the project for the agent.
What should you use?

  • A. Speech Studio
  • B. Azure AI Foundry
  • C. the Azure portal
  • D. Language Studio
Answer: B

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Question #5

You have a factory that contains a production line.
You need to develop a solution that will analyze a video feed to detect and track the movement of employees as they work on the production line.
Which service should you include in the solution?

  • A. Azure Vision in Foundry Tools Image Analysis
  • B. Azure AI Face
  • C. Azure Vision in Foundry Tools Spatial Analysis
  • D. Azure AI Video Indexer
Answer: C

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