Microsoft Certified: Azure AI Apps and Agents Developer Associate Questions and Answers
200 questions organized by topic with detailed explanations
Microsoft
AI-103
200 questions
5 topics
Updated May 2026Plan and manage an Azure AI solution
57 questions17 easy29 medium11 hard~28% of exam
A travel assistant must remember a user's dietary restrictions across sessions and also search the user's newly uploaded...A team is connecting an MCP server to an agent and wants to avoid storing secrets if the server supports it. Which authe...A platform team wants several development teams to have separate Foundry projects while sharing the same parent resource...
Implement generative AI and agentic solutions
67 questions14 easy34 medium19 hard~33% of exam
An agent must call a custom function that your application executes and then return the result to the conversation. Whic...A team wants custom code-based orchestration and also requires private networking today. Which statement reflects the cu...A data analyst wants an agent to write and run Python in a sandbox to inspect a CSV and draw charts. Which built-in tool...
Implement computer vision solutions
26 questions9 easy11 medium6 hard~13% of exam
A developer wants a chat model that can analyze uploaded images and answer follow-up questions about them. What should b...An app sends a harmful prompt to an Azure OpenAI image generation model. What behavior should the developer expect?When using the Image Edit API, which input defines the exact region the model should modify?
Implement text analysis solutions
25 questions5 easy14 medium6 hard~13% of exam
A team must translate text from one language into another inside an Azure app. Which service is designed for this task?A hospital wants real-time dictation and its terminology is poorly recognized by the base model. Which approach best mee...A publisher needs to synthesize narrated audio files that are longer than 10 minutes. Which Azure Speech capability shou...
Implement information extraction solutions
25 questions7 easy12 medium6 hard~13% of exam
Which Azure service is designed to turn unstructured documents, images, video, and audio into markdown or schema-aligned...A loan-processing app must combine OCR, layout analysis, and field extraction to pull structured values from complex doc...A RAG ingestion pipeline must preserve document layout and make charts and diagrams searchable by describing them. Which...
All Questions
| # | Question | Topic | Difficulty |
|---|---|---|---|
| 1 | A team must translate text from one language into another inside an Azure app. Which service is desi... | Implement text analysis solutions | easy |
| 2 | Which Azure service is designed to turn unstructured documents, images, video, and audio into markdo... | Implement information extraction solutions | easy |
| 3 | A travel assistant must remember a user's dietary restrictions across sessions and also search the u... | Plan and manage an Azure AI solution | hard |
| 4 | An agent must call a custom function that your application executes and then return the result to th... | Implement generative AI and agentic solutions | medium |
| 5 | A team wants custom code-based orchestration and also requires private networking today. Which state... | Implement generative AI and agentic solutions | hard |
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