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

  • Exam Code: AI-103
  • Exam Name: Developing AI Apps and Agents on Azure
  • Updated: Sep 16, 2026   Q&As: 159 Questions and Answers

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Microsoft AI-103 Exam Syllabus Topics:
SectionWeightObjectives
Implement computer vision solutions10-15%- Analyze visual content
  • 1. Implement OCR and visual understanding
  • 2. Use multimodal vision APIs
  • 3. Process images and video
Implement text analysis and information extraction solutions10-15%- Analyze and extract information
  • 1. Use document intelligence services
  • 2. Extract entities and structured data
  • 3. Implement natural language processing
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. Build retrieval-augmented generation solutions
  • 2. Use Azure OpenAI and Foundry models
  • 3. Implement prompt engineering
Plan and manage Azure AI solutions25-30%- Manage AI solution lifecycle
  • 1. Monitor model and application performance
  • 2. Apply responsible AI practices
  • 3. Implement CI/CD for AI applications
- Plan Azure AI resources
  • 1. Select Azure AI services and Foundry resources
  • 2. Manage deployments and monitoring
  • 3. Configure authentication and security
Implement agentic solutions20-25%- Build AI agents
  • 1. Create autonomous and multi-agent workflows
  • 2. Integrate tools and external knowledge
  • 3. Configure memory and orchestration
- Manage agent operations
  • 1. Secure agent interactions
  • 2. Monitor and debug agents
  • 3. Implement scalable deployments
Microsoft Developing AI Apps and Agents on Azure Sample Questions:
Question #1

You have an Azure AI Search indexer that ingests PDF policy manuals.
Client applications must display page-level citations that have bounding polygons for both text and images.
You need to add a single built-in multimodal content extraction skill to the Azure AI Search skillset. The solution must meet the following requirements:
- Provide text and image location metadata.
- Extract tables that span multiple pages.
What should you add?

  • A. Document Extraction
  • B. Document Layout
  • C. Azure Content Understanding in Foundry Tools
  • D. GenAI Prompt
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #2

You configure Azure AI Content Safety to moderate user-uploaded images in a generative application. During testing, a colleague claims an image returned a Violence severity score of 3.
Why is this result impossible?

  • A. Content Safety does not moderate images, only text
  • B. The image content model returns only severity values 0, 2, 4, and 6
  • C. Image moderation always returns a binary blocked or allowed flag, never a severity
  • D. Severity 3 is reserved for the Self-Harm category only
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #3

You have a Microsoft Foundry project that contains an agent named Agent1.
Agent runs successful, but Foundry Control Plane does NOT display values for error rates, runs, and token usage, and the Traces tab is empty.
You need to ensure that Found Control Plane displays the appropriate values for Agent1.
What should you do?

  • A. Enable Application Insights for Agent1.
  • B. Update Agent1 to a new version.
  • C. Restart Agent from Foundry Control Plan
  • D. Assign to a Log Analytics workspace to Agent1.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #4

A developer needs a managed identity to call a Microsoft Foundry project endpoint to run inference and use agents. Security policy requires the least-privilege role that grants data-plane access and nothing more. Which built-in role should you assign to the managed identity?

  • A. Azure AI Developer
  • B. Foundry User
  • C. Foundry Account Owner
  • D. Cognitive Services Contributor
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #5

You have an application that uses a prebuilt Azure Language model.
You need to generate a summary that meets the following requirements:
- Identify each presenter in the video and attribute each text file to
sentences
- Preserves the original sentence order
- Returns exactly three sentences
Which Language service feature should you use?

  • A. sentiment analysis
  • B. extractive summarization
  • C. abstractive summarization
  • D. key phrase extraction
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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