Pass your test with the help of Microsoft AI-103 practice pdf. Prep4King offer 100% guarantee!
Updated: Aug 31, 2026
No. of Questions: 159 Questions & Answers with Testing Engine
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| Certification Vendor: | Microsoft |
|---|---|
| Exam Name: | Developing AI Apps and Agents on Azure |
| Exam Number: | AI-103 |
| Real Exam Qty: | 50–60 |
| Exam Duration: | 100 minutes |
| Passing Score: | 700 / 1000 |
| Certificate Validity Period: | 1 year (renewable annually via free online assessment) |
| Available Languages: | Japanese, Chinese (Simplified), Portuguese (Brazil), Spanish, German, French, English, Korean |
| Exam Format: | Scenario-based, Performance-based items, Case study, Multiple choice |
| Related Certifications: | Microsoft Certified: Azure AI Engineer Associate (retiring June 30, 2026) |
| Exam Price: | $165 USD (varies by country/region) |
| Recommended Training: | Azure AI Foundry Documentation Microsoft Learn: Develop AI Apps and Agents on Azure |
| Exam Registration: | Pearson VUE Registration Microsoft Certification Dashboard |
| Sample Questions: | Microsoft AI-103 Sample Questions |
| Exam Way: | Online proctored or onsite at Pearson VUE test centers |
| Pre Condition: | No mandatory prerequisites; recommended experience: 6+ months building AI applications, proficiency in Python or C#, familiarity with Azure services and AI concepts |
| Official Syllabus URL: | https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/ai-103 |
| Section | Weight | Objectives |
|---|---|---|
| Implement generative AI and agentic solutions | 30–35% | - Design and implement intelligent agents
|
| Implement text and speech analysis solutions | 10–15% | - Implement natural language processing
|
| Implement computer vision solutions | 10–15% | - Implement image analysis and processing
|
| Plan and manage Azure AI solutions | 25–30% | - Manage AI solution development lifecycle
|
| Implement information extraction and knowledge mining | 10–15% | - Extract structured data from documents
|
Question 1
Hotspot Question
You have a Microsoft Foundry project that contains an agent.
The agent uses tools to retrieve internal content and call external APIs. The agent is configured to let the model decide when to call the tools.
You need to publish the agent for a compliance workflow. The solution must meet the following requirements:
- Each workflow run must include a retrieval step before generating a
response.
- Tool calls must authenticate by using the published agent's own
identity.
- Tool access must use an identity isolated from other project
resources.
- Tool access must use support audit tracing.
What should you do? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Question 2
A customer support agent must answer from an internal knowledge base that is updated weekly with new product documentation, and its answers must always reflect the latest content. Which approach should you implement?
A. Implement retrieval-augmented generation (RAG) over an index of the documents
B. Raise the model temperature to improve recall of recent facts
C. Fine-tune the base model on the new documents every week
D. Apply Direct Preference Optimization (DPO) to the documents
Question 3
Hotspot Question
You plan to create a Microsoft Foundry project named Project1 that will contain an agent and use an Azure key vault named KV1.
You need to configure a connection from Project1 to KV1.
How should you complete the Bicep code? To answer, select the appropriate options in the answer area?
NOTE: Each correct selection is worth one point.
Question 4
You are developing an application that will use Azure AI Search for internal documents.
You need to implement document-level filtering for Azure AI Search.
Which three actions should you include in the solution? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
A. Retrieve the group memberships of the user
B. Retrieve all the groups.
C. Supply the groups as a filter for the search requests
D. Send access tokens from Microsoft Entra ID, with the search request.
E. Add allowed groups to each index entry
F. Create one index per group.
Question 5
Drag and Drop Question
You have a web app that uses Azure AI Search.
When reviewing activity you see greater than expected search query volumes. You suspect that the query key is compromised.
You need to prevent unauthorized access to the search endpoint and ensure that users only have read only access to the documents collection. The solution must minimize app downtime.
Which three actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.
Solutions:
| Question 1 Answer: Only visible for members | Question 2 Answer: A | Question 3 Answer: Only visible for members | Question 4 Answer: A,C,E | Question 5 Answer: Only visible for members |
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