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

AI-103

Exam Code: AI-103

Exam Name: Developing AI Apps and Agents on Azure

Updated: Aug 05, 2026

Q & A: 159 Questions and Answers

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Microsoft AI-103 Exam Syllabus Topics:

SectionWeightObjectives
Implement text analysis and information extraction solutions10-15%- Analyze and extract information
  • 1. Implement natural language processing
  • 2. Extract entities and structured data
  • 3. Use document intelligence services
Plan and manage Azure AI solutions25-30%- Manage AI solution lifecycle
  • 1. Apply responsible AI practices
  • 2. Monitor model and application performance
  • 3. Implement CI/CD for AI applications
- Plan Azure AI resources
  • 1. Manage deployments and monitoring
  • 2. Select Azure AI services and Foundry resources
  • 3. Configure authentication and security
Implement generative AI solutions25-30%- Optimize and evaluate models
  • 1. Implement multimodal AI capabilities
  • 2. Evaluate responses and grounding
  • 3. Configure content filters and safety
- Develop generative AI applications
  • 1. Use Azure OpenAI and Foundry models
  • 2. Build retrieval-augmented generation solutions
  • 3. Implement prompt engineering
Implement computer vision solutions10-15%- Analyze visual content
  • 1. Implement OCR and visual understanding
  • 2. Process images and video
  • 3. Use multimodal vision APIs
Implement agentic solutions20-25%- Build AI agents
  • 1. Integrate tools and external knowledge
  • 2. Configure memory and orchestration
  • 3. Create autonomous and multi-agent workflows
- Manage agent operations
  • 1. Secure agent interactions
  • 2. Implement scalable deployments
  • 3. Monitor and debug agents

Microsoft Developing AI Apps and Agents on Azure Sample Questions:

1. 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 increase the value of the max_tokensparameter.
Does this meet the goal?

A) No
B) Yes


2. You have an application named App1 that uses Azure Speech in Foundry Tools to transcribe live calls.
Transcript segments often contain both English and Spanish. App1 sends each segment to Azure Translator in Foundry Tools to translate to another language.
Sometimes, mixed-language segments result in incomplete or incorrect translations.
You need to reduce translation errors. The solution must ensure that the entire transcript is translated successfully.
What should you do before sending the segments to Translator?

A) Enable automatic language detection for the translation request.
B) Specify English as the source language in the translation request for all the segments.
C) Use document translation to translate the entire transcript as a single document.
D) Split the mixed-language segments into single-language segments and translate each segment separately.


3. You are building a customer support web app named App1 in Microsoft Foundry that uses a GPT realtime model.
App1 must support:
- Live, low-latency voice conversations that use Azure OpenAI
- Streaming audio input from users and playback audio responses
You need to configure a connection method that supports real-time audio streaming in client application and targets approximately 100 ms latency.
Which connection method should you use?

A) WebSocket
B) RTMP
C) SIP
D) WebRTC


4. You have a custom agent named Agent1.
You need to control access to and monitor activity for Agent1 by using Microsoft Foundry.
What should you do first?

A) Provision an Application Insights resource.
B) Add Agent1 to the Microsoft Foundry playground.
C) Add Agent1to a Microsoft Foundry project.
D) Create a Microsoft Foundry project.


5. You have a Microsoft Foundry project that generates product marketing images from text prompts.
After publishing several images, the legal team at your company identifies a competitor's logo on a sign in the background of an image.
You need to remove only the logo, while preserving the rest of the image.
What should you do?

A) Increase the prompt guidance strength.
B) Rerun the prompt by using a different random seed.
C) Modify the original prompt to exclude brand names.
D) Apply a mask-based inpainting edit to the part of the image that contains the logo.


Solutions:

Question # 1
Answer: A
Question # 2
Answer: D
Question # 3
Answer: A
Question # 4
Answer: D
Question # 5
Answer: D

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