What is inside the AI-103 guide
150 practice questions
Original scenario questions mapped to every exam domain.
Every option explained
Why the answer is right and why each distractor is wrong.
Study plan
A week by week plan weighted by domain, plus a cheat sheet.
Interview questions
The questions employers ask for roles that need this certification.
About the AI-103 exam
Developing AI Apps and Agents on Azure (AI-103) is the exam for the Microsoft Azure AI Apps and Agents Developer Associate certification. AI-103 replaced AI-102 (Azure AI Engineer Associate), which retired on June 30, 2026. Our guide follows the official exam outline dated April 16, 2026.
| Passing score | 700 / 1000 |
| Level | Associate |
| Language focus | Python |
| Core platform | Microsoft Foundry |
AI-103 exam domains and weights
| Domain | Weight |
|---|---|
| Plan and manage an Azure AI solution | 25 to 30% |
| Implement generative AI and agentic solutions | 30 to 35% |
| Implement computer vision solutions | 10 to 15% |
| Implement text analysis solutions | 10 to 15% |
| Implement information extraction solutions | 10 to 15% |
Try 5 free AI-103 practice questions
Pick an answer to see the correct option and a full explanation.
A Python web app running on Azure App Service calls a model deployed in a Microsoft Foundry project. Your security team says no API keys may be stored anywhere, including Key Vault. What should you do?
Correct answer: B
A managed identity gives the app a Microsoft Entra ID identity, so it gets tokens at runtime and no secret exists to store or leak. This is the keyless credential pattern the exam expects.
An HR assistant must answer questions using internal policy documents that change every week, and must cite the source document. What is the best design?
Correct answer: D
RAG retrieves the current content at question time, so weekly changes only need re-indexing. Retrieved chunks carry their source, which makes citations possible.
An online store has 50,000 product photos with no alt text. You need accessible descriptions that mention color, material and use. What is the best approach?
Correct answer: A
Multimodal models understand image content and can write natural descriptions in a format you define, which is the pattern the outline names for alt text and extended descriptions.
Call transcripts must have names, phone numbers and card numbers removed before they are stored for analytics. Which capability should you use?
Correct answer: C
PII detection finds personal data categories and can return the text with those values redacted, ready to store.
Users search a parts catalog with queries such as "HX-2201 replacement for noisy pump". Results must match exact part codes and also understand meaning. Which retrieval setup should you configure in Azure AI Search?
Correct answer: B
Hybrid search merges keyword results (exact codes) with vector results (meaning). The semantic ranker then reorders the top results by relevance.
Want the full AI-103 question bank?
The complete AI-103 study guide covers every exam domain with original questions, an explanation for every option, a four week study plan, a cheat sheet and interview questions. Get the complete guide.
A four week AI-103 study plan
- Week 1: Plan and manage (25 to 30%)
- Week 2: Generative AI and agents (30 to 35%)
- Week 3: Vision and text analysis (20 to 30%)
- Week 4: Information extraction and review (10 to 15%)
Frequently asked questions
Are these real AI-103 exam questions?
No. Every question is original and written to the official AI-103 exam objectives. They match the style and difficulty of the exam without copying exam content.
Is this guide updated for the current AI-103 exam?
Yes. We review each guide whenever the provider changes the exam outline, and buyers get updated versions free.
How do I get the guide after paying?
You get an instant download link on screen and by email. The guide is a PDF that works on any device.
Can I try it before buying?
Yes. Answer the free practice questions on this page. Each one shows the correct answer and a full explanation, so you can judge the quality before you buy.