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Microsoft AI-102 Exam Dumps
Designing and Implementing a Microsoft Azure AI Solution
Total Questions : 413
Update Date : June 13, 2026
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AI-102 Exam Dumps
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Microsoft AI-102 Sample Questions
Question # 1You 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 Al Phi-3-medium with fine-tuning
B. Azure A1 Language Custom question answering
C. Azure OpenA1 GPI-4 with grounding data that uses Azure Al Search
D. Azure Al Document Intelligence
Question # 2
You have an Azure subscription. The subscription contains an Azure OpenAI resource that hosts a GPT-3.5 Turbo model named Model1. You configure Model1 to use the following system message: "You are an Al assistant that helps 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
Question # 3
You are building an app that uses a Language Understanding model to analyze text files. You need to ensure that the app can detect the following entities: • Temperatures • Currency values • Email addresses • Telephone numbers The solution must minimize development effort. Which model capability should you use?
A. list entities
B. learned entities
C. utterances
D. regular expression components
E. pre-built entity components
Question # 4
You have a training dataset that contains 10,000 PDF documents. The documents contain scanned books, comics, and magazines. You are building a solution that will use Azure Al and a custom model. You need to train the model by using Language Studio. The solution must meet the following requirements: • Tag each item as a book, comic, or magazine. • Minimize development effort. What should you use?
A. a custom extraction model
B. a multi label classification project
C. a custom named entity recognition (NER) project
D. a multi label image classification model
Question # 5
You have an Azure DevOps pipeline named Pipeline1 that is used to deploy an app. Pipeline1 includes a step that will create an Azure AI services account. You need to add a step to Pipeline1 that will identify the created Azure AI services account. The solution must minimize development effort. Which Azure Command-Line interface (CLI) command should you run?
A. Az resource link
B. Az account list
C. Az cognitivesservices account network-rule
D. As cognitiveservices account show
Question # 6
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 have a PDF named Doc1.pdf that contains a product catalogue and a price list You upload Doc1.pdf and train the model. 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 < product > cost? You need to ensure that the chatbot responds correctly to both questions. Solution: From Language Studio, you add alternative phrasing to the question and answer pair, and then retrain and republish the model. Does this meet the goal?
A. Yes
B. No
Question # 7
You have an Azure subscription that contain an Azure OpenAI resource named AI1. You build a chatbot that uses AI1 to provide generation answers to specific questions. You need to ensure that the chatbot checks all input output for objectionable content. Which types of resource should you create first?
A. Azure Machine Learning
B. Log Analytics
C. Azure AI Content Safety
D. Microsoft Defender Threat intelligence (Defender TI)
Question # 8
You have an Azure OpenAI model. You have 500 prompt-completion pairs that will be used as training data to fine-tune the model. You need to prepare the training data. Which format should you use for the training data file?
A. XML
B. JSONL
C. CSV
D. TSV
Question # 9
You have an Azure OpenAI model named All. You are building a web app named App1 by using the Azure OpenAI SDK You need to configure App1 to connect to All What information must you provide?
A. the endpoint, key, and model name
B. the deployment name, endpoint. and key
C. the endpoint, key, and model type
D. the deployment name, key, and model name
Question # 10
You are designing a content management system. You need to ensure that the reading experience is optimized for users who have reduced comprehensive and learning differences, such as dyslexia. Which Azure service should you include in the solution?
A. Azure AI Translator
B. Azure AI Document Intelligence
C. Azure AI Immersive Reader
D. Azure AI Language
Question # 11
You have an Azure Al Search resource named Search1. You have an app named App1 that uses Search1 to index content. You need to add a custom skill to App1 to ensure that the app can recognize and retrieve properties from invoices by using Search1. What should you include in the solution?
A. Azure OpenAI
B. Azure Al Immersive Reader
C. Azure Al Document Intelligence
D. Azure Custom Vision
Question # 12
You have an Azure subscription that contains an Azure OpenAI resource named All and a user named User1 You need to ensure that User1 can perform the following actions in Azure OpenAI Studio; • Identify resource endpoints. • View models that are available for deployment. • Generate text and images by using the deployed models The solution must follow the principle of least privilege Which role should you assign to User1?
A. Cognitive Services OpenAI User
B. Cognitive Services Contributor
C. Contributor
D. Cognitive Services OpenAI Contributor
Question # 13
You are building an app that will use the Azure AI Speech service. You need to ensure that the app can authenticate to the service by using a Microsoft Entra ID token. Which two action should you perform? Each answer part of the solution. NOTE: Each correct selection is worth one point.
A. Create a Conditional Access
B. Create a private endpoint
C. Request an X.509 certificate
D. Certificate a custom subdomain.
E. Enable a virtual network service endpoint.
Question # 14
You are designing a solution that will answer questions about human resources (HR) policies stored in the PDF format. You need to ensure that the identical answer to a specific question is returned every time. The solution must minimize development effort Which service should you include in the solution?
A. Azure Al Language
B. Azure Machine Learning
C. Azure OpenAI
D. Azure Al Document Intelligence
Question # 15
You have an Azure subscription that contains an Azure OpenAI resource named All and an Azure Al Content Safety resource named CS1. You build a chatbot that uses All to provide generative answers to specific questions and CSl 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 Monitor online activity feature to run the tests Does this meet the requirement?
A. Yes
B. No
Question # 16
You have an Azure subscription that contains an Azure OpenAl resource named All and ari 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 Moderate text content feature to run the tests. Does this meet the requirement?
A. Yes
B. No
Question # 17
You have an Azure subscription that contains an Azure Al service resource named CSAccount1 and a virtual network named VNet1 CSAaccount1 is connected to VNet1 You need to ensure that only specific resources can access CSAccount1. The solution must meet the following requirements: • Prevent external access to CSAccount1 • Minimize administrative effort Which two actions should you perform? Each correct answer presents part of the solution. NOTE: Each correct answer is worth one point.
A. In VNet1, modify the virtual network settings.
B. In VNet1. enable a service endpoint for CSAccount1
C. In CSAccount1, configure the Access control (1AM) settings.
D. In VNet1, create a virtual subnet.
E. In CSAccount1, modify the virtual network settings.
Question # 18
You are building a Conversational Language Understanding model. You need to ensure that the model will support the following sample utterances: • Set all the lights to on. • Turn off the lights in the living room. • What is the current thermostat temperature? • Lower the temperature of the thermostat by five degrees. Which three elements should you add to the model? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.
A. a location Intent
B. a change setting entity
C. a device intent
D. a change setting intent
E. a query setting intent
F. a device entity
Question # 19
You have an Azure subscription that contains an Azure OpenAI resource named AM. You build a chatbot that uses All to provide generative answers to specific questions. You need to ensure that questions intended to circumvent built-in safety features are blocked. Which Azure Al Content Safety feature should you implement?
A. Protected material text detection
B. Jailbreak risk detection
C. Monitor online activity
D. Moderate text content
Question # 20
You are building a Language Understanding model for an e-commerce platform. You need to construct an entity to capture billing addresses. Which entity type should you use for the billing address?
A. machine learned
B. Regex
C. geographyV2
D. Pattern.any
E. list
Question # 21
You have an Azure subscription. The subscription contains an Azure OpenAI resource that hosts a GPT-4 model named Modell and an app named Appl. App1 uses Model1. 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
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