Microsoft AI-901 Dumps
| Exam Code | AI-901 |
| Exam Name | Microsoft Azure AI Fundamentals (Updated Version) |
| Update Date | 29 Aug, 2026 |
| Total Questions | 50 Questions Answers With Explanation |
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Question # 1
You have a Microsoft Foundry project that contains a generative AI model deployment.You test the model by using the Foundry playground.You need to develop an application that sends requests to the deployed model.Which information must the application include to call the model?
A. The model training dataset
B. The Foundry project display name
C. The exported playground session history
D. The model endpoint and authentication credentials
Question # 2
Your company has thousands of recorded customer support calls in multiple languagesstored as audio files in Azure Storage.You need to generate text transcripts of all the recordings.Which Azure Speech in Foundry Tools capability should you use?
A. speech to text batch transcription
B. speech to text real-time transcription
C. text to speech
D. speech translation
Question # 3
You are developing an application that processes voicemail recordings by using AzureContent Understanding in Foundry Tools.Which feature does Azure Content Understanding use to convert audio to text?
A. Voice Live
B. key phrase extraction
C. transcription
D. optical character recognition (OCR)
Question # 4
You have a Microsoft Foundry project that contains an agent named Agent1.You need to ensure that Agent1 always calls an Azure function when the agent responds touser input.To what should you set tool_choice for Agent1?
A. auto
B. none
C. required
Question # 5
You have a Microsoft Foundry project that contains a vision-enabled model deployment.You are developing an application that sends images to the model.You need to ensure that the model can analyze the images.In which two formats can you provide the images? Each correct answer presents part ofthe solution.NOTE: Each correct selection is worth one point.
A. a JSON document that describes the image content
B. a UTF-8 encoded text description of the image
C. a publicly accessible URL of the image
D. a base64 encoded image data string
Question # 6
You have a Microsoft Foundry project that has a generative AI model deployment.You need to ensure that responses generated by the model minimize costs and remainwithin a defined lengthWhich parameter should you configure?
A. Temperature
B. Max Completion Tokens
C. Top P
D. Model version settings
Question # 7
You need to compare the costs of large language models (LLMs) for a generative AIsolution.What should you use in the Microsoft Foundry portal?
A. Evaluator catalog
B. Model leaderboard
C. Compliance
D. Tools
Question # 8
You are developing an AI-powered customer support application.Which task is an example of the Microsoft responsible AI principle of inclusiveness?
A. Provide explanations about how predictions are generated.
B. Design the interface to support multiple languages and screen readers.
C. Evaluate model outputs across demographic groups to reduce bias.
D. Encrypt stored customer data and restrict access by using role-based controls.
Question # 9
Based on the image provided, here is the transcribed text:You need to build an AI solution that produces new product images based on written descriptions provided by users.Which AI workload should you use?
A. image generation
B. image analysis
C. object detection
D. optical character recognition (OCR)
Question # 10
You have a Microsoft Foundry project that contains a vision-enabled model deployment.You need to develop an application that sends a message containing text and an imageURL. The solution must ensure the quickest response time.Which message structure should you include in the request?
A. a user message that includes only a text item and sends an image item in a separaterequest
B. a system message that includes both a text item and an image item in the content array
C. a system message that includes only a text item and sends an image item in a separaterequest
D. a user message that includes both a text item and an image item in the content array
Question # 11
You have an Azure subscription.You need to use Azure Content Understanding in Foundry Tools to extract structured datafrom invoices.What should you provision?
A. an Azure OpenAI resource
B. a Microsoft Foundry resource
C. A Microsoft Foundry project
D. an Azure AI Search service
Question # 12
Your company processes customer support emails.You need to implement an AI solution that automatically identifies mentions of people,organizations, and locations in the emails.Which text analysis technique should you use?
A. sentiment analysis
B. Named Entity Recognition (NER)
C. summarization
D. key phrase extraction
Question # 13
You are developing a web app that processes invoices to calculate expenses.You need to extract structured fields, including nested values, from the invoices by using adefined schema.What should you use?
A. a transcription workflow in Azure Speech in Foundry Tools
B. an optical character recognition (OCR)-only document processing pipeline
C. an analyzer in Azure Content Understanding in Foundry Tools
D. an Azure AI Search service
Question # 14
You are developing an application that analyzes voicemail recordings by using AzureContent Understanding in Foundry Tools.You need to extract a transcript and structured information from the recordings.Which type of analyzer should you use?
A. document analyzer
B. video analyzer
C. audio analyzer
D. image analyzer
Question # 15
You have a Microsoft Foundry project that contains a vision-enabled model deployment.You use the Azure OpenAI Responses API to send a prompt to the model.You need to provide an image for analysis.Which content item should you include in the request?
A. image_base64
B. image_generation
C. output_image
D. input_image
Question # 16
You need to build an AI solution that generates marketing email drafts based on a short description of a product and its target audience. Which AI workload should you use?
A. generative AI
B. computer vision
C. text classification
D. speech recognition
Question # 17
What are two purposes of instructions when prompting a generative AI model? Eachcorrect answer presents part of the solution.NOTE: Each correct selection is worth one point.
A. defines constraints on the model's responses
B. defines the agent's role and behavior
C. defines the Azure region where inference occurs
D. selects which model to use
E. defines the tokens per minute (TPM) allocation for the model
Question # 18
You need to create an AI agent in Microsoft Foundry that follows a specific role andbehavior when responding to users.What should you configure?
A. tokens per minute (TPM)
B. system instructions
C. temperature
D. max completion tokens
Question # 19
You are using the Azure Speech SDK to develop a Python application thatsupports realtime spoken conversations.Which Azure speech class should you use to configure the connection to the Azure Speechservice?
A. AudioConfig
B. SpeechSynthesizer
C. AuditOutputConfig
Question # 20
You are developing an application that extracts fields from PDFs by using Azure ContentUnderstanding in Foundry Tools.You need to use the Python SDK to submit a PDF for analysis and retrieve the extractionresults.What should you do?
A. Call begin_analyze(), and then call poller.result() to retrieve the results.
B. Submit the PDF to an analyzer and read the results from the request headers.
C. Use optical character recognition (OCR) to extract text from the PDF and map the fieldsin the code.
D. Call analyze() to return the extracted fields synchronously in the same request.
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