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 18, 2026     Q & A: 159 Questions and Answers

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Microsoft AI-103 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Implement generative AI and agentic solutions30–35%- Design and implement intelligent agents
  • 1. Implement multi-agent workflows and orchestration
  • 2. Select agent architecture patterns
  • 3. Integrate agents with external systems and data sources
  • 4. Manage state, memory, and context
- Build generative AI applications
  • 1. Build retrieval-augmented generation (RAG) solutions
  • 2. Integrate Azure OpenAI and other models
  • 3. Implement prompt engineering and optimization
  • 4. Implement function calling and tool use
Topic 2: Implement computer vision solutions10–15%- Implement image analysis and processing
  • 1. Extract text and structure from images
  • 2. Use Azure AI Vision services
  • 3. Implement object detection and image classification
- Build multimodal solutions
  • 1. Process and analyze video content
  • 2. Combine vision and language capabilities
Topic 3: Implement information extraction and knowledge mining10–15%- Build knowledge bases and search solutions
  • 1. Design knowledge mining pipelines
  • 2. Create and manage vector indexes
  • 3. Implement Azure AI Search
- Extract structured data from documents
  • 1. Use Azure AI Document Intelligence
  • 2. Process forms, invoices, and unstructured content
Topic 4: Implement text and speech analysis solutions10–15%- Implement natural language processing
  • 1. Perform sentiment analysis, entity recognition, and summarization
  • 2. Build conversational language understanding
  • 3. Use Azure AI Language services
- Implement speech capabilities
  • 1. Speech-to-text and text-to-speech integration
  • 2. Speech translation and speaker recognition
Topic 5: Plan and manage Azure AI solutions25–30%- Manage AI solution development lifecycle
  • 1. Configure model and agent deployments
  • 2. Monitor and maintain AI workloads
  • 3. Integrate with CI/CD pipelines
- Design Azure AI infrastructure
  • 1. Plan for security, compliance, and responsible AI
  • 2. Select appropriate Azure AI Foundry services
  • 3. Design for scalability, availability, and cost optimization

Microsoft Developing AI Apps and Agents on Azure Sample Questions:

Question #1

You have a Microsoft Foundry project that contains a model deployment.
You have an application that calls the deployment by using the Azure OpenAI v1 API and DefaultAzureCredential.
The developers at your company receive HTTP 403 errors when they send inference requests, even after running az login.
You need to ensure that the developers can perform model inference. The solution must follow the principle of least privilege.
Which role-based access control (RBAC) role should you assign to the developers?

  • A. Cognitive Services User
  • B. Cognitive Services Data Reader
  • C. Cognitive Services OpenAI User
  • D. Contributor
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Explanation: Only visible for Pass4guide members. You can sign-up / login (it's free).

Question #2

You have a Microsoft Foundry project that contains an agent.
The agent uses Azure Content Understanding in Foundry Too to process vendor onboarding packets. The packs include digital PDFs that contain tables and hyperlinks.
The extracted content is indexed for search and provided to a downstream agent in the Markdown format.
You need to generate a Markdown output that has a layout and a semantic structure optimized for Retrieval Augmented Generation (RAG) workflows.
Which built-in analyzer should you use?

  • A. prebuilt-layout
  • B. prebuilt-documentSearch
  • C. prebuilt-documentFieldSchema
  • D. prebuilt-read
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Explanation: Only visible for Pass4guide members. You can sign-up / login (it's free).

Question #3

You have a Microsoft Foundry project that contains a customer support agent. The agent calls an internal knowledge API tool before generating responses.
Users report the following issues:
- Some requests take more than 15 seconds to complete.
- Some responses are incorrect, even when the knowledge API returns the expected data.
You need to inspect individual agent runs to view the ordered sequence of large language model (LLM) calls, tool invocations, and timing information.
Which observability capability should you use?

  • A. safety metrics
  • B. tracing
  • C. monitoring
  • D. token usage
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Explanation: Only visible for Pass4guide members. You can sign-up / login (it's free).

Question #4

You have a Microsoft Foundry project named Project1.
Project1 contains an application that processes PDF vendor invoices.
You need to configure Azure Document Intelligence in Foundry Tools to generate a Markdown output that preserves the sections and table structure of the PDFs. The solution must minimize development effort.
What should you do?

  • A. Increase the confidence threshold.
  • B. Set the output_content_format=ContentFormat.MARKDOWN value.
  • C. Configure content=markdown when you analyze the document.
  • D. Configure output=figures when you analyze the PDF.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Explanation: Only visible for Pass4guide members. You can sign-up / login (it's free).

Question #5

You have an invoice-processing application named App1 that uses Azure Constant Understanding in Foundry Tools.
You are building a new Content Understanding pipeline named Pipeline1 that must meet the following requirements:
- Compare an invoice to its related purchase order
- Validate the voice against static vendor contact documents
- Return a single structured output that includes discrepancy findings
You need to configure Pipeline1 and expose the pipeline as a single analyzer endpoint. What should you configure?

  • A. a single-file task in standard mode that uses confidence scores enabled for the extracted fields.
  • B. a single-file task in standard mode that uses the vendor contract provided as an additional document during analysis.
  • C. a multi-file task in standard mode that uses the invoice and purchase order as input to the analyzer
  • D. a multiple-file task in pro mode that uses the vendor contract files as reference data
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Explanation: Only visible for Pass4guide members. You can sign-up / login (it's free).

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