Developing AI Apps and Agents on Azure Practice Test

Microsoft AI-103 Exam Dumps Questions

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67 Questions & Answers with Explanation
Update Date : Jun 04, 2026
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AI-103 - Developing AI Apps and Agents on Azure Practice Exam Material | AllExamTopics

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Free Microsoft AI-103 Questions & Answers

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Question # 1
What happens if a Shaper skill refers to a source that is missing or null for a specific document? 

A. The indexer crashes 

B. The output property is omitted or set to null 

C. The API key expires 

D. The document is deleted 



Question # 2
You are calculating the distance between two points in a 3D space. Which metric measures the “straight-line“ distance? 

A. Euclidean 

B. Jaccard 

C. Cosine

 D. Dot Product 



Question # 3
A project manager is reviewing a “Confusion Matrix“ for a classification model. What are they looking for? 

A. The latency of the API 

B. The number of developers 

C. The cost of the project 

D. True Positives vs. False Positives (Model Accuracy) 



Question # 4
Which skill is used to break a long document into smaller “Chunks“ (e.g., 5000 characters each) for an LLM embedding skill? 

A. Shaper Skill 

B. Conditional Skill 

C. Split Skill 

D. Merge Skill 



Question # 5
An international NGO wants an AI agent to translate field reports from local dialects to English. The reports contain handwritten notes. Which sequence of services is correct? 

A. Azure AI Speech -> Azure AI Vision 

B. Azure OpenAI -> Azure AI Search 

C. Azure AI Language -> Azure SQL 

D. Azure AI Document Intelligence -> Azure AI Translator -> Azure OpenAI 



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