Designing and Implementing a Microsoft Azure AI Solution
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Exam Code
AI-102
Exam Name
Designing and Implementing a Microsoft Azure AI Solution
Questions
414 Questions Answers With Explanation
Update Date
04, 20, 2026
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Microsoft AI-102 Sample Question Answers
Question # 1
You have an Azure subscription that contains an Azure Al Content Safety resource named
CS1. You plan to build an app that will analyze user-gene rated documents and identify obscure offensive terms. You need to create a dictionary that will contain the offensive
terms. The solution must minimize development effort. What should you use?
A. a text classifier B. text moderation C. language detection D. a blacklist
Answer: D
Question # 2
You are developing an app that will use the text-to-speech capability of the Azure Al
Speech service. The app will be used in motor vehicles.
You need to optimize the quality of the synthesized voice output.
Which Speech Synthesis Markup Language (SSML) attribute should you configure?
A. the style attribute of the mstts: express -as element B. the level attribute of the emphasis element C. the pitch attribute of the prosody element D. the effect attribute of the voice element
Answer: D
Question # 3
You are building a solution in Azure that will use Azure AI Language service to process
sensitive customer data.
You need to ensure that only specific Azure processes can access the Language service.
The solution must minimize administrative.
What should you include in the solution?
A. Azure Application Gateway B. IPsec rules C. A virtual network gateway D. Virtual network rules
Answer: D
Question # 4
Note: This question is part of a series of questions that present the same scenario. Each
question in the series contains a unique solution that might meet the stated goals. Some
question sets might have more than one correct solution, while others might not have a correct solution.
After you answer a question in this section, you will NOT be able to return to it as a result,
these questions will not appear in the review screen.
You are building a chatbot that will use question answering in Azure Cognitive Service for
Language.
You upload Doc1.pdf and train that contains a product catalogue and a price list.
During testing, users report that the chatbot responds correctly to the following question:
What is the price of ?
The chatbot fails to respond to the following question: How much does cost?
You need to ensure that the chatbot responds correctly to both questions.
Solution: from Language Studio, you create an entity for price, and then retrain and
republish the model.
Does this meet the goal?
A. Yes B. No
Answer: B
Question # 5
You have an Azure subscription that contains an Azure OpenAI resource named AH and
an Azure Al Content Safety resource named CS1.
You build a chatbot that uses All to provide generative answers to specific questions and
CS1 to check input and output for objectionable content.
You need to optimize the content filter configurations by running tests on sample questions.
Solution: From Content Safety Studio, you use the Protected material detection feature to
run the tests.
Does this meet the requirement?
A. Yes B. No
Answer: B
Question # 6
You are building an image sharing app that will use Azure AI to prevent users from sharing
sexually explicit images.
You need to ensure that inappropriate images are identified correctly. The solution must
minimize development effort.
What should you use?
A. Visual Studio B. Vision Studio in Azure AI Vision C. Azure AI Content Safety Studio D. Azure AI Studio
Answer: C
Question # 7
You are building an app that will analyze documents by using the Azure Al Language
service.
You need to identify industry-specific technical terms in the documents. The solution must
minimize development effort.
What should you use?
A. key phrase extraction B. custom named entity recognition (NER) C. conversational language under-standing (CLU) D. language detection
Answer: B
Question # 8
You have the following files:
• File1.pdf
• File2.jpg
• File3.docx
• File4.webp
• FileS.png
Which files can you analyze by using Azure Al Content Understanding?
A. File1 .pdf and File3.docx only B. File1.pdf, File2jpg, and File5.png only C. File1.pdf, File2.jpg. and File3.docx only D. File1.pdf, File2.jpg. File3.docx, and FileS.png only E. File1.pdf. File2.jpg, File3.docx. File4.webp, and File5.png
Answer: D
Question # 9
You are building an app that will use Azure Al Language to extract meaning from text
messages.
You need to provide additional context by adding references to supporting articles in
Wikipedia.
What should you use?
A. entity linking B. custom entity extraction recognition (NER) C. Azure Al Content Safety D. key phrase extraction
Answer: A
Question # 10
You are developing a system that will monitor temperature data from a data stream. The
system must generate an alert in response to atypical values. The solution must minimize
development effort.
What should you include in the solution?
A. Univariate Anomaly Detection B. Azure Stream Analytics C. metric alerts in Azure Monitor D. Multivariate Anomaly Detection
Answer: D
Question # 11
You have a blog that allows users to append feedback comments. Some of the feedback
comments contain harmful content that includes discriminatory language.
You need to create a prototype of a solution that will detect the harmful content. The
solution must minimize development effort.
Which two actions should you perform? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
A. Sign in to Content Safety Studio and select Moderate text content. B. From the Azure portal, create an Azure Al Content Safety resource. C. From the Azure portal, create an Azure OpenAI resource. D. Sign in to Azure Al Foundry and select Safety + security. E. Sign in to Content Safety Studio and select Protected material detection for text.
Answer: A,B
Question # 12
You are building a social media messaging app.
You need to identify in real time the language used in messages.
Which service should you use?
A. Azure Al Speech B. Azure Al Content Safety C. Azure Al Translator D. Azure Al Language
Answer: D
Question # 13
You have a product knowledgebase that contains multiple PDF documents.
You need to build a chatbot that will provide responses based on data in the
knowledgebase. The solution must minimize development effort and costs.
What should you include in the solution?
A. Azure Al Language conversational language understanding (CLU) B. Azure Al language detection C. Azure Al Language custom question answering D. Azure OpenAI
Answer: C
Question # 14
You have an Azure subscription and 10,000 ASCII files.
You need to identify files that contain specific phrases. The solution must use cosine
similarity.
Which Azure OpenAI model should you use?
A. text-embedding-ada-002 B. GPT-4 C. GPT-35 Turbo D. GPT-4-32k
Answer: A
Question # 15
You have a Microsoft OneDrive folder that contains a 20-GB video file named FileVavi. You
need to index File1.avi by using the Azure Video Indexer website. What should you do?
A. Upload File1.avi to the www.youtube.com webpage. and then copy the URL of the video
to the Azure Al Video Indexer website B. From OneDrive. create a download link, and then copy the link to the Azure Al Video Indexer website. C. From OneDrive, create a sharing link for File1.avi and then copy the link to the Azure Al Video Indexer website. D. Download File1 avi to a local computer, and then upload the file to the Azure Al Video Indexer website.
Answer: D
Question # 16
You plan to build an agent that will combine and process multiple files uploaded by users.
You are evaluating whether to use the Azure Al Agent Service to develop the agent.
What is the maximum size of all the files that can be uploaded to the service?
A. 1 GB B. 10 GB C. 100 GB D. 1 TB
Answer: C
Question # 17
You ace building an internet-based training solution. The solution requires that a user's
camera and microphone remain enabled.
You need to monitor a video stream ol the user and detect when the user asks an instructor
a question. The solution must minimize development effort.
What should you include in the solution?
A. object detection in Azure Al Custom Vision B. the Face service in Azure Al Vision C. language detection in Azure Al Language Service D. speech-to-text in the Azure Al Speech service
Answer: D
Question # 18
You have a library that contains 1,000 video files.
You need to perform sentiment analysis on the videos by using an Azure Al Content
Understanding project. The solution must minimize development effort.
Which type of template should you use for the project?
A. Video shot analysis B. Media asset management C. Advertising
Answer: B
Question # 19
You have an Azure subscription.
You need to deploy an Azure Al Search resource that will recognize geographic locations.
Which built-in skill should you include in the skillset for the resource?
A. AzureOpenAIEmbeddingSkill B. Document Extract ionSkill C. EntityLinkingSkill D. EntityRecognitionSkill
Answer: D
Question # 20
You have an Azure subscription that contains an Azure OpenAI resource.
You plan to build an agent by using the Azure Ai Agent Service. The agent will perform the
following actions:
• Interpret written and spoken questions from users.
• Generate answers to the questions.
• Output the answers as speech.
You need to create the project for the agent.
What should you use?
A. Language Studio B. Azure Al Foundry C. Speech studio D. the Azure portal
Answer: C
Question # 21
You are building a social media messaging app.
You need to identify in real time the language used in messages.
Which SDK package should you install?
A. Azure.AI.Translation.Text B. Microsoft.CognitiveServices.Speech C. Azure.AI.Translation.Document D. Azure.AI.Translation.Speech
Answer: A
Question # 22
You have an Azure subscription. The subscription contains an Azure OpenAI resource thathosts a GPT-4 model named Modell and an app named Appl. App1 uses Model!You need to ensure that App1 will NOT return answers that include hate speech.What should you configure for Model1?
A. the Frequency penalty parameter B. abuse monitoring C. a content filter D. the Temperature parameter
Answer: B
Question # 23
You have an Azure subscription. The subscription contains an Azure OpenAI resource thathosts a GPT-3.5 Turbo model named Model1.You configure Model1 to use the following system message: "You are an Al assistant thathelps people solve mathematical puzzles. Explain your answers as if the request is by a 4-year-old."Which type of prompt engineering technique is this an example of?
A. few-shot learning B. affordance C. chain of thought D. priming
Answer: D
Question # 24
You are building a chatbot for a travel agent. The chatbot will use the Azure OpenAI GPT3.5 model and will be used to make travel reservations. You need to maximize the accuracy of the responses from the chatbot. What should you do?
A. Configure the model to include data from the travel agent's database. B. Set the Top P parameter for the model to 0. C. Set the Temperature parameter for the model to 0. D. Modify the system message used by the model to specify that the answers must beaccurate.
Answer: A
Question # 25
You are developing an app that will use the Decision and Language APIs.You need to provision resources for the app. The solution must ensure that each service isaccessed by using a single endpoint and credential.Which type of resource should you create?
A. Language B. Speech C. Azure Cognitive Services D. Content Moderator
Answer: C
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