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Microsoft AI-103 Practice Exam Questions
Developing AI Apps and Agents on Azure
Total Questions : 67
Update Date : June 04, 2026
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Microsoft AI-103 Sample Question Answers
Question # 1What 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
Question # 6
A company is using “Azure AI Vision“ to count the number of people in a lobby. The model is struggling because the camera is at a sharp angle. What is the best fix?
A. Change the model to GPT-4o
B. Use a text-only prompt
C. Increase Temperature
D. Train a “Custom Vision“ model with images from that specific camera angle
Question # 7
You need to “Flatten“ an array of entities into a single comma-separated string for a specific index field. Which skill is best?
A. Text Merge Skill
B. Shaper Skill
C. OCR
D. Entity Recognition
Question # 8
You are building a “Streaming“ UI. Which event should you listen for to know that a “Tool Call“ (like a search) has started?
A. thread.run.queued
B. thread.message.delta
C. thread.run.step.created
D. thread.run.completed
Question # 9
You are building an agent for a museum that describes paintings to visually impaired visitors. The model needs to provide rich, artistic descriptions. Which prompting technique is most suitable?
A. Chain-of-Thought with a “Storyteller“ persona
B. Zero-shot
C. Negative prompting only
D. One-word instructions
Question # 10
In “Prompt Flow,“ what is the purpose of the dag.yaml file?
A. To write Python code
B. To define the structure and execution order (Directed Acyclic Graph) of the flow nodes
C. To store the index
D. To store API keys
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