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

AI-103

Exam Code: AI-103

Exam Name: Developing AI Apps and Agents on Azure

Updated: Aug 26, 2026

Q & A: 159 Questions and Answers

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Microsoft AI-103 Exam Syllabus Topics:

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

Microsoft Developing AI Apps and Agents on Azure Sample Questions:

Question 1

You have a chat app in a Microsoft Foundry project and an Azure AI Search vectorized index.
You need to connect to the index to meet the following requirements:
- Complex questions must retrieve information from multiple chunks.
- Multi-turn conversations must influence retrieval planning.
- Retrievals must run in parallel to reduce latency.
Which retrieval approach should you use?

A. chain of thought
B. agentic Retrieval Augmented Generation (RAG)
C. classic Retrieval Augmented Generation (RAG)
D. iterative retrieval


Question 2

You have a Microsoft Foundry project that contains a Retrieval Augmented Generation (RAG) chat solution used by customer support agents.
You are adding an automated pre-production evaluation step to a CI/CD pipeline named Pipeline1. The evaluation will run against a labeled test dataset that contains support questions and the expected grounding context.
You need to ensure that Pipeline1 fails if unsupported content or a retrieval mismatch exceeds a defined threshold:
- responses include claims not supported by the retrieved source
content
- retrieved source content does not align with the labeled expected
context
Which two built-in evaluators should you use in Pipeline1? Each correct answer presents pat of the solution.
NOTE: Each correct selection is worth one point.

A. Retrieval
B. Response Completeness
C. Fluency
D. Coherence
E. Groundedness


Question 3

You are developing an app that will perform a sentiment analysis of social media posts by using the Azure AI Language service.
You perform a test on a sample post.
You need to quantify the results of the test.
Which JSON property should you review?

A. sentiment
B. confidenceScores
C. confidenceThreshold
D. relations


Question 4

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 each file that can be uploaded to the service?

A. 10 MB
B. 256 MB
C. 1 GB
D. 512 MB


Question 5

Hotspot Question
You have a Microsoft Foundry project that contains an agent named PaymentAgent.
PaymentAgent includes a function tool that issues customer refunds by using an external API.
You are creating a workflow in YAML.
You need to ensure that the workflow pauses for human approval and continues with the refund step only after approval is granted.
How should you complete the workflow definition? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


Solutions:

Question 1
Answer: B
Question 2
Answer: A,E
Question 3
Answer: B
Question 4
Answer: D
Question 5
Answer: Only visible for members

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