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Microsoft Azure AI Engineer Associate AI-103

AI-103

Exam Code: AI-103

Exam Name: Developing AI Apps and Agents on Azure

Updated: Sep 22, 2026

Q&A Number: 159 Q&As

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Microsoft AI-103 Exam Syllabus Topics:

SectionObjectives
Knowledge Mining and Information Retrieval- RAG (Retrieval Augmented Generation) patterns
- Indexing and semantic search
- Azure AI Search configuration
Implement Natural Language Processing Solutions- Translation and multilingual support
- Text analytics and summarization
- Language understanding and intent recognition
Plan and Manage Azure AI Solutions- Azure AI resource provisioning and configuration
- Responsible AI principles and governance
- Model selection and lifecycle management
Implement Computer Vision Solutions- Image classification and object detection
- OCR and document intelligence
Develop Generative AI Applications and Agents- AI agents architecture
  • 1. Memory and state management
    • 2. Agent orchestration and workflows
      - Azure OpenAI Service integration
      • 1. Prompt engineering and prompt flow design
        • 2. Function calling and tool use

          Microsoft Developing AI Apps and Agents on Azure Sample Questions:

          Question #1
          You are designing a content management system.
          You need to ensure that the reading experience is optimized for users who have reduced comprehension and learning differences, such as dyslexia. The solution must minimize development effort.
          Which Azure service should you include in the solution?

          A. Azure Document Intelligence in Foundry Tools
          B. Azure Language in Foundry Tools
          C. Azure AI Immersive Reader
          D. Azure Translator in Foundry Tools


          Question #2
          You have a Microsoft Foundry project that contains an agent.
          The agent uses Azure AI Search for Retrieval Augmented Generation (RAG).
          You plan to ingest and index PDF product manuals.
          You need to build a solution that supports semantic similarity matching. The solution must ensure that the agent retrieves relevant data when user questions use different wording than the product manuals.
          Which indexing approach should you use?

          A. suggesters
          B. analyzers
          C. semantic ranking
          D. vector search


          Question #3
          Hotspot Question
          You have a Microsoft Founcy project that contains a Retrieval Augmented Generation (RAG) solution.
          You need to run a pre-production evaluation by using labeled CSV dataset that contains the query, context, response and ground truth. The evaluation must measure the following:
          - Whether responses address the user query
          - Whether responses are supported by the provided context
          - Whether responses contain sensitive or proprietary information
          Which AI quality evaluation metrics should you use? To answer, select the appropriate options in the answer area.
          NOTE: Each correct selection is worth one point.


          Question #4
          You have a Microsoft Foundry agent that grounds responses from an Azure Search index that contains the following:
          - Searchable text fields for product names and product codes
          - A vector field that stores embeddings for product descriptions
          You need to ensure that users can query the index by using the following:
          - Exact product names or codes
          - Natural language descriptions of the products
          What should you configure?

          A. semantic search only
          B. vector search only
          C. keyword search only
          D. hybrid search


          Question #5
          Hotspot Question
          You are building a model to detect objects in images.
          The performance of the model based on training data is shown in the following exhibit.

          Use the drop-down menus to select the answer choice that completes each statement based on the information presented in the graphic.
          NOTE: Each correct selection is worth one point.


          Solutions:

          Question #1
          Correct Answer: C
          Question #2
          Correct Answer: D
          Question #3
          Correct Answer: Only visible for members
          Question #4
          Correct Answer: D
          Question #5
          Correct Answer: Only visible for members

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