Last Updated: Sep 01, 2026
No. of Questions: 159 Questions & Answers with Testing Engine
Download Limit: Unlimited
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A credential tied to Microsoft Developing AI Apps and Agents on Azure tells employers you can do the work, not just talk about it. Prepare for the AI-103 exam with 159 expert-verified practice questions from Actual4Cert.
| Certification Vendor: | Microsoft |
|---|---|
| Exam Name: | Developing AI Apps and Agents on Azure AI |
| Exam Number: | AI-103 |
| Real Exam Qty: | 40-60 |
| Passing Score: | 700/1000 |
| Exam Format: | Drag and drop, Multiple response, Multiple choice, Scenario-based questions, Case studies |
| Certificate Validity Period: | 1 year (renewable via Microsoft Learn assessment) |
| Exam Duration: | 120-180 |
| Exam Price: | USD 165 (may vary by region) |
| Available Languages: | English |
| Related Certifications: | Microsoft Certified: Azure Developer Associate Microsoft Certified: Azure AI Fundamentals Microsoft Certified: Azure AI Engineer Associate |
| Recommended Training: | Microsoft Learn - Azure AI Engineer Learning Path Azure OpenAI Service Documentation |
| Exam Registration: | Pearson VUE Microsoft Exams Microsoft Certification Dashboard |
| Sample Questions: | DOWNLOAD DEMO |
| Exam Way: | Online proctored exam or authorized test center |
| Pre Condition: | Recommended: experience with Azure services, Python or C#, and basic machine learning concepts. Prior knowledge of Azure AI-102 or equivalent is helpful but not mandatory. |
| Official Syllabus URL: | https://learn.microsoft.com/en-us/credentials/certifications/azure-ai-engineer/ |
| Section | Objectives |
|---|---|
| Plan and Manage Azure AI Solutions | - Model selection and lifecycle management - Responsible AI principles and governance - Azure AI resource provisioning and configuration |
| Knowledge Mining and Information Retrieval | - Indexing and semantic search - Azure AI Search configuration - RAG (Retrieval Augmented Generation) patterns |
| Implement Natural Language Processing Solutions | - Language understanding and intent recognition - Text analytics and summarization - Translation and multilingual support |
| Implement Computer Vision Solutions | - Image classification and object detection - OCR and document intelligence |
| Develop Generative AI Applications and Agents | - Azure OpenAI Service integration
|
The Microsoft Developing AI Apps and Agents on Azure exam (exam code AI-103) is the official Microsoft exam that leads to the Microsoft Certified: Azure AI Engineer Associate certification, sitting at the Professional level of the Microsoft certification track. It is also connected with Microsoft Certified: Azure AI Engineer Associate, Microsoft Certified: Azure AI Fundamentals, Microsoft Certified: Azure Developer Associate. If this is the credential you are working toward, the 159 practice questions at Actual4Cert map directly to its objectives.
The Microsoft Developing AI Apps and Agents on Azure exam includes 40-60 questions, and you have 120-180 to complete them. Divide the time limit by the question count and you get a tight average pace per item, so train yourself to flag time-consuming questions and return to them later instead of getting stuck. Before test day, run at least one full timed session in the Actual4Cert test engine under the same limits — the clock should never surprise you.
The passing score for Microsoft Developing AI Apps and Agents on Azure is 700/1000, and the official registration fee is USD 165 (may vary by region). A failed attempt means paying that fee in full again, so your preparation budget deserves the same attention as your study plan. A practical rule: book your exam date only after you can finish a Actual4Cert practice test comfortably above the passing score more than once.
According to Microsoft, candidates should meet the following before registering: Recommended: experience with Azure services, Python or C#, and basic machine learning concepts. Prior knowledge of Azure AI-102 or equivalent is helpful but not mandatory.. Requirements can change, so confirm the latest details on the official exam page before you register.
You can register for the Microsoft Developing AI Apps and Agents on Azure exam through the official channels below:
Exam delivery: Online proctored exam or authorized test center.
Microsoft lists the following official training options for this exam:
Formal training builds the theory; pair it with the 159 practice questions from Actual4Cert to find out whether you are genuinely ready for the exam.
Yes. A free PDF demo of the AI-103 practice questions is available to download, so you can judge the format and quality before paying anything. Every purchase also includes 365 days of free updates, and if your product expires you can extend the update service at a 50% discount.
Your order is covered by a conditional 100% money-back guarantee: if you take the corresponding exam within 60 days of purchase and do not pass, you may apply for a full refund. Exams taken within 3 days of purchase are not eligible, nor are free materials or expired orders, and the candidate name must match the payer name. To claim, submit a scanned enrollment slip and your official Score Report PDF within 2 days of the exam; claims are processed within 7 days. Prefer to keep studying? You can instead exchange your purchase for two free products of equal value while keeping the update service on your original one. Delivery itself is immediate: your product unlocks for instant download right after payment and a copy is emailed to you within a minute — if nothing arrives within 2 hours, contact our support team. There is no limit on the number of computers you can install it on.
The Microsoft Developing AI Apps and Agents on Azure blueprint is divided into 5 major domains, starting with Implement Computer Vision Solutions, Implement Natural Language Processing Solutions, and Plan and Manage Azure AI Solutions. The full breakdown, including every subdomain and its weighting, is listed in the Exam Topics section above — review it against your own weak areas before scheduling the exam.
Question 1
You have an Azure subscription that contains an Azure Al Foundry instance named AI1.
You have an app that automatically triages and resolves issues presented in the log files of a system.
You create an incident manager agent and a DevOps agent that collaborate to resolve the issues.
You need to ensure that the incident manager agent can assign work to the DevOps agent. The solution must minimize development effort.
What should you do?
A. Create a plugin for the incident manager agent.
B. Configure prompt flow for AI1.
C. Configure a connected agent for AI1.
D. Create a plugin for the DevOps agent.
Question 2
You have a Microsoft Foundry project that serves a high-volume chat app.
Most requests are simple FAQs, but some require advanced reasoning.
You need to reduce costs and latency for common queries, without degrading the quality of the responses to complex questions.
What should you do?
A. Route all the requests to a smaller model.
B. Use a model cascade that routes the requests to different models.
C. Increase the value of the max_tokens parameter for all the requests.
D. Route all the requests to the most capable model.
Question 3
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. Create one index per group.
B. Retrieve all the groups.
C. Supply the groups as a filter for the search requests
D. Add allowed groups to each index entry
E. Retrieve the group memberships of the user
F. Send access tokens from Microsoft Entra ID, with the search request.
Question 4
Note: This section contains one or more sets of questions with the same scenario and problem. Each question presents a unique solution to the problem. You must determine whether the solution meets the stated goals. More than one solution in the set might solve the problem. It is also possible that none of the solutions in the set solve the problem.
After you answer a question in this section, you will NOT be able to return. As a result, these questions do not appear on the Review Screen.
You have a Microsoft Foundry project that contains an agent. The agent generates summaries from retrieved policy documents.
Users report that some responses omit required regulatory clauses, even when the clauses are present in the retrieved content.
You need to improve response completeness.
Solution: You add a reflection pass that regenerates the response if the required clauses are missing.
Does this meet the goal?
A. Yes
B. No
Question 5
You have a product support manual.
You need to build a product support chatbot based on the manual. The solution must minimize development effort and costs.
What should you use?
A. Azure AI Document intelligence
B. Azure AI Phi-3-medium with fine-tuning
C. Azure OpenAI GPT-4 with grounding data that uses Azure AI Search
D. Azure AI Language Custom question answering
Solutions:
| Question 1 Answer: C | Question 2 Answer: B | Question 3 Answer: C,D,E | Question 4 Answer: A | Question 5 Answer: C |
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