Learn with Microsoft : AI-103 training material for 100% pass
Updated: Jul 15, 2026
No. of Questions: 107 Questions & Answers with Testing Engine
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Microsoft Developing AI Apps and Agents on Azure Sample Questions:
1. You have a Microsoft Foundry project that contains an agent.
The agent ingests scanned PDF vendor invoices that contain tables and embedded QR codes.
The agent must preserve the PDF layout in the extracted output to ensure that downstream processing can reference sections and tables.
You plan to call Azure Content Understanding in Foundry Tools.
You need to extract content and layout elements and detect QR codes without requiring a language model deployment.
Which built-in analyzer should you use?
A) prebuilt-documentSearch
B) prebuilt-layout
C) prebuilt-documentFieldSchema
D) prebuilt-read
2. A finance team must extract named fields, such as invoice number and total, from invoices, and they need a per-field confidence score so that low-confidence values can be routed to a human reviewer. Which Azure Content Understanding mode should they use?
A) Neither, because confidence scoring requires Azure AI Document Intelligence
B) Pro mode
C) Standard mode
D) Either mode, because both return confidence scores
3. You are building a chatbot.
You need to ensure that the chatbot can classify user input into separate categories. The categories must be dynamic and defined at the time of inference.
Which service should you use to classify the input?
A) Azure AI Language custom named entity recognition (NER)
B) Azure OpenAI text summarization
C) Azure OpenAI text classification
D) Azure AI Language custom text classification
4. A copilot must answer multi-part questions that depend on earlier turns in the conversation. You want the system to break each complex question into focused subqueries, run them in parallel, and semantically rerank the results before composing an answer. Which Azure AI Search capability provides this?
A) A single vector query with a high similarity threshold
B) Increasing the top-k value on a single keyword query
C) Agentic retrieval
D) Classic keyword search with a scoring profile
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: C | Question # 3 Answer: C | Question # 4 Answer: C | Question # 5 Answer: Only visible for members |
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