McAfee Secure sites help keep you safe from identity theft, credit card fraud, spyware, spam, viruses and online scams
My Cart (0)  

Microsoft AI-103 : Developing AI Apps and Agents on Azure

AI-103

Exam Code: AI-103

Exam Name: Developing AI Apps and Agents on Azure

Updated: Aug 29, 2026

Q & A: 159 Questions and Answers

AI-103 Free Demo download

PDF Version Demo PC Test Engine Online Test Engine

Already choose to buy "PDF"

Price: $59.99 

About Microsoft AI-103 Exam

In modern society, Microsoft AI-103 certificate has an important impact on your future job, your promotion and salary increase. Also it can make a great deal of difference in your career.

Here, BraindumpsQA's AI-103 exam materials will help you pass your Microsoft AI-103 certification exam and get Microsoft certification certificate. Our exam materials are written to the highest standards of technical accuracy. And the AI-103 exam questions and answers are edited by experienced IT experts and have a 99.9% of hit rate.

Free Download AI-103 braindumps study

BraindumpsQA provides you with the most excellent and latest AI-103 PDF Version & Software version exam dumps. The Software version exam material is a test engine that simulates the exam in a real exam environment, which can help you test your level of knowledge about AI-103 exam.

If you have no good idea to prepare for Microsoft AI-103 exam, BraindumpsQA will be your best choice. Our AI-103 exam questions and answers are the most accurate and almost contain all knowledge points. With the help of our exam materials, you don't need to attend other expensive training courses and just need to take 20-30 hours to grasp our AI-103 exam questions and answers well.

After you purchased our BraindumpsQA's AI-103 exam materials, we offer you free update for one year. We will check the updates of exam materials every day. Once the materials updated, we will automatically free send the latest version to your mailbox.

In addition, we offer you free demo. Before you decide to buy our BraindumpsQA's AI-103 exam materials, you can try our free demo and download it. If it is useful to you, you can click the button 'add to cart' to finish your order.

AI-103 Online Test Engine supports Windows / Mac / Android / iOS, etc., because it is the software based on WEB browser.

BraindumpsQA guarantees no help, full refund. If you fail the exam, you just need to send the scanning copy of your examination report card to us. After confirming, we will quickly give you FULL REFUND of your purchasing fees.

Easy and convenient way to buy: Just two steps to complete your purchase, we will send the AI-103 braindumps to your mailbox quickly, later you can check your email and download the attachment.

Microsoft AI-103 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Implement generative AI and agentic solutions30–35%- Design and implement intelligent agents
  • 1. Manage state, memory, and context
  • 2. Integrate agents with external systems and data sources
  • 3. Implement multi-agent workflows and orchestration
  • 4. Select agent architecture patterns
- Build generative AI applications
  • 1. Implement function calling and tool use
  • 2. Integrate Azure OpenAI and other models
  • 3. Build retrieval-augmented generation (RAG) solutions
  • 4. Implement prompt engineering and optimization
Topic 2: Implement computer vision solutions10–15%- Build multimodal solutions
  • 1. Combine vision and language capabilities
  • 2. Process and analyze video content
- Implement image analysis and processing
  • 1. Extract text and structure from images
  • 2. Use Azure AI Vision services
  • 3. Implement object detection and image classification
Topic 3: Plan and manage Azure AI solutions25–30%- Manage AI solution development lifecycle
  • 1. Monitor and maintain AI workloads
  • 2. Integrate with CI/CD pipelines
  • 3. Configure model and agent deployments
- Design Azure AI infrastructure
  • 1. Plan for security, compliance, and responsible AI
  • 2. Select appropriate Azure AI Foundry services
  • 3. Design for scalability, availability, and cost optimization
Topic 4: Implement text and speech analysis solutions10–15%- Implement speech capabilities
  • 1. Speech-to-text and text-to-speech integration
  • 2. Speech translation and speaker recognition
- Implement natural language processing
  • 1. Build conversational language understanding
  • 2. Perform sentiment analysis, entity recognition, and summarization
  • 3. Use Azure AI Language services
Topic 5: Implement information extraction and knowledge mining10–15%- Build knowledge bases and search solutions
  • 1. Implement Azure AI Search
  • 2. Design knowledge mining pipelines
  • 3. Create and manage vector indexes
- Extract structured data from documents
  • 1. Use Azure AI Document Intelligence
  • 2. Process forms, invoices, and unstructured content

Microsoft Developing AI Apps and Agents on Azure Sample Questions:

Question 1

You plan to configure an evaluation in Microsoft Foundry for a Retrieval Augmented Generation (RAG) chat app.
You need to provide scores for groundedness, relevance, and harmful content categories.
Which two evaluation categories can you use? Each correct answer presents a complete solution.
NOTE: Each correct selection is worth one point.

A. fluency evaluator
B. AI quality (AI assisted) metrics
C. risk and safety metrics
D. AI quality (NLP) metrics
E. similarity evaluators


Question 2

Drag and Drop Question
You have a Microsoft Foundry project that contains a deployed ticket-triage agent.
You discover that sometimes the agent responds without calling any tools, even when a tool is required.
You need to ensure that the agent calls a tool during execution.
How should you complete the Python code? To answer, drag the appropriate values to the correct targets. Each value may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.
NOTE: Each correct selection is worth one point.


Question 3

A production application authenticates to Microsoft Foundry using an API key stored in an environment variable. Your security team requires that you remove hardcoded secrets and enable per-principal auditing of every call. Which approach meets both requirements?

A. Move the API key into Azure Key Vault and rotate it monthly
B. Embed the API key in the deployment pipeline as a masked variable
C. Share a single API key across services and restrict it with IP allow-listing
D. Authenticate with Microsoft Entra ID using a managed identity (keyless)


Question 4

You plan to build an agent that will combine and process multiple files uploaded by users.
You are evaluating whether to use the Azure AI Agent Service to develop the agent.
What is the maximum size of each file that can be uploaded to the service?

A. 512 MB
B. 256 MB
C. 1 GB
D. 10 MB


Question 5

You have a Microsoft Foundry project that contains a customer support agent built on a deployed chat model.
The agent responses are validated by using an automated testing system that compares generated answers to stored expected outputs. Identical prompts must return consistent response to prevent automated test failures.
You need to reduce response variability, without modifying the prompt or reducing factual accuracy.
What should you do for the model?

A. Decrease the temperature parameter.
B. Remove stop sequences from the requests.
C. Increase the max_tokens parameter.
D. Increase the temperature parameter.


Solutions:

Question 1
Answer: B,C
Question 2
Answer: Only visible for members
Question 3
Answer: D
Question 4
Answer: A
Question 5
Answer: A

720 Customer ReviewsCustomers Feedback (* Some similar or old comments have been hidden.)

Really thanks for your help, I have passed my exam this week. Good AI-103 dump!

Ursula

Ursula     4 star  

This exam is pretty easy with the help of the AI-103 exam questions. Especially when compared to the other two exams which i have passed with more practice questions. Thanks for the support!

Tyrone

Tyrone     5 star  

I passed the AI-103 exam owing to Braindumpsqa! I want to recommend this site to you if you need to challenge your exam.

Cherry

Cherry     4.5 star  

I have always looked forward to pass this AI-103 exam. Thanks to Braindumpsqa for these great AI-103 exam prep materials. I made it only for them.

Carl

Carl     5 star  

AI-103 practice exam is taking care of every problem just like that.

Lauren

Lauren     4.5 star  

I would like to share my positive feedback about my Azure AI Engineer Associate (AI-103) exam which I passed last week. Used your modules for AI-103 exam pdf . AI-103 again 93% Passing Score

Kimberley

Kimberley     5 star  

Passed today. Wonderful AI-103 exam study materials.

Mark

Mark     4.5 star  

I will never doubt your validity for i have passed the AI-103 exam this morning and it was really easy to finish the paper. Thanks!

Eudora

Eudora     4.5 star  

Man, everywhere! All you need is download AI-103 exam questions and study them good enough and you easily will pass exam! I just did so. Good luck!

Len

Len     4 star  

Only a week with a AI-103 exam questions practice and I passed with wonderful marks. AI-103 dumps had me all prepared when I took the exam I knew most of the questions too.

Sid

Sid     4 star  

Great AI-103 exam dumps here! I went in for my AI-103 exam with a lot of confidence. Nice for passing exams.

Arlene

Arlene     5 star  

LEAVE A REPLY

Your email address will not be published. Required fields are marked *

Contact US:  
 [email protected]

Free Demo Download

Popular Vendors
Adobe
Alcatel-Lucent
Avaya
BEA
CheckPoint
CIW
CompTIA
CWNP
EC-COUNCIL
EMC
EXIN
Hitachi
HP
ISC
ISEB
Juniper
Lpi
Network Appliance
Nortel
Novell
SASInstitute
all vendors
Why Choose BraindumpsQA Testing Engine
 Quality and ValueBraindumpsQA Practice Exams are written to the highest standards of technical accuracy, using only certified subject matter experts and published authors for development - no all study materials.
 Tested and ApprovedWe are committed to the process of vendor and third party approvals. We believe professionals and executives alike deserve the confidence of quality coverage these authorizations provide.
 Easy to PassIf you prepare for the exams using our BraindumpsQA testing engine, It is easy to succeed for all certifications in the first attempt. You don't have to deal with all dumps or any free torrent / rapidshare all stuff.
 Try Before BuyBraindumpsQA offers free demo of each product. You can check out the interface, question quality and usability of our practice exams before you decide to buy.