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Microsoft AI-103 Dumps

Microsoft AI-103 Practice Exam Questions

Developing AI Apps and Agents on Azure

Total Questions : 96
Update Date : September 04, 2026
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Microsoft AI-103 Sample Question Answers

Question # 1

You have an Azure subscription that contains a Microsoft Foundry resource. You need tobuild an app that will suggest product names from a given product description. WhichFoundry model should you use?

A. GPT-4 
B. DALL-E 
C. Whisper 
D. embeddings



Question # 2

You have a Microsoft Foundry project that contains an agent named Agent1. Agent1 runssuccessfully, but Foundry Control Plane does NOT display values for error rates, runs, andtoken usage, and the Traces tab is empty. You need to ensure that Foundry Control Planedisplays the appropriate values for Agent1.

A. Restart Agent1 from Foundry Control Plane. 
B. Update Agent1 to a new version. 
C. Assign a Log Analytics workspace to Agent1. 
D. Enable Application Insights for Agent1. 



Question # 3

You plan to configure an evaluation in Microsoft Foundry for a Retrieval AugmentedGeneration (RAG) chat app. You need to provide scores for groundedness, relevance, andharmful-content categories. Which two evaluation categories can you use? Each correctanswer presents part of the solution.

A. risk and safety metrics 
B. AI quality (NLP) metrics 
C. AI quality (AI assisted) metrics 
D. fluency evaluator 
E. similarity evaluators 



Question # 4

You have a Microsoft Foundry project that contains an agent. The agent uses two tools toperform the following actions:Use Azure AI Search to retrieve answers from a private product documentationindex. Use the web search tool to retrieve public information on the internet. You need to ensure that for a specific run, the agent deterministically retrieves informationonly from the internet. To what should you set tool_choice?

A. "required" 
B. {"type": "azure_ai_search"} 
C. "auto" 
D. {"type": "bing_grounding"} 



Question # 5

You have an Azure subscription that contains an Azure Language in Foundry Tools serviceresource. You need to identify the URL of the REST interface for the Language service.Which blade should you use in the Azure portal?

A. Networking 
B. Keys and Endpoint 
C. Identity 
D. Properties



Question # 6

You have a Microsoft Foundry agent that grounds responses from an Azure AI Searchindex containing:Searchable text fields for product names and product codes. A vector field containing embeddings for product descriptions. You need users to query by exact product names or codes and by natural-languageproduct descriptions.

A. Semantic search only 
B. Hybrid search 
C. Keyword search only 
D. Vector search only 



Question # 7

You need to measure the public perception of your brand on social media by using naturallanguage processing. Which Azure service should you use?

A. Azure Document Intelligence in Foundry Tools 
B. Content Safety in Foundry Control Plane 
C. Azure Language in Foundry Tools 
D. Azure Vision in Foundry Tools 



Question # 8

You are building an app that will share user images. You need to configure the app to:Categorize each image as a photograph or drawing. Generate a caption for the image. Minimize development effort. Which two services should you include?

A. Image type detection in Azure Vision in Foundry Tools 
B. Object detection in Azure Vision in Foundry Tools 
C. Content tags in Azure Vision in Foundry Tools 
D. Image classification in Azure Custom Vision 
E. Image descriptions in Azure Vision in Foundry Tools 



Question # 9

You are building an app that will use Azure AI to monitor workspaces for safety. You needto recommend a service that meets the following requirements:Generates alerts when employees enter high-risk areas Monitors video feeds in real time Minimizes development effort What should you recommend?

A. Azure Vision in Foundry Tools Image Analysis 
B. Azure AI Video Indexer 
C. Azure Vision in Foundry Tools Spatial Analysis 
D. Object detection in Azure Custom Vision 



Question # 10

You have a Microsoft Foundry project. You need to deploy a model from the model catalogto support real-time inference. The solution must meet the following requirements:Use key-based authentication Support real-time REST API access Not consume the vCPU quota of the virtual machines in the Azure subscription Which type of deployment should you use?

A. serverless API 
B. self-hosted container 
C. standard 
D. batch