microsoft ai-102 practice test

designing and implementing a microsoft azure ai solution

Last exam update: Nov 27 ,2025
Page 1 out of 29. Viewing questions 1-10 out of 284

Question 1

You have the following data sources:

Finance: On-premises Microsoft SQL Server database
Sales: Azure Cosmos DB using the Core (SQL) API
Logs: Azure Table storage
HR: Azure SQL database

You need to ensure that you can search all the data by using the Azure AI Search REST API.

What should you do?

  • A. Migrate the data in HR to Azure Blob storage.
  • B. Migrate the data in HR to the on-premises SQL server.
  • C. Export the data in Finance to Azure Data Lake Storage.
  • D. Migrate the data in Sales to the MongoDB API.
Mark Question:
Answer:

c

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Question 2

You have an Azure Cognitive Search solution and a collection of blog posts that include a category field.
You need to index the posts. The solution must meet the following requirements:
* Include the category field in the search results.
* Ensure that users can search for words in the category field.
* Ensure that users can perform drill down filtering based on category.
Which index attributes should you configure for the category field?

  • A. searchable, sortable, and retrievable
  • B. searchable, facetable, and retrievable
  • C. retrievable, filterable, and sortable
  • D. retrievable, facetable, and key
Mark Question:
Answer:

c


Fields have data types and attributes. The check boxes across the top are index attributes controlling how the field is used.
* Retrievable means that it shows up in search results list. You can mark individual fields as off limits for search results by clearing this checkbox, for example for fields used only in filter expressions.
* Filterable, Sortable, and Facetable determine whether fields are used in a filter, sort, or faceted navigation structure.
* Searchable means that a field is included in full text search. Strings are searchable. Numeric fields and Boolean fields are often marked as not searchable.
Reference:
https://docs.microsoft.com/en-us/azure/search/search-get-started-portal

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Question 3

DRAG DROP

You are building a transcription service for technical podcasts.

Testing reveals that the service fails to transcribe technical terms accurately.

You need to improve the accuracy of the service.

Which five actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.

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Question 4

You are developing a new sales system that will process the video and text from a public-facing website.
You plan to monitor the sales system to ensure that it provides equitable results regardless of the user's location or background.
Which two responsible AI principles provide guidance to meet the monitoring requirements? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

  • A. transparency
  • B. fairness
  • C. inclusiveness
  • D. reliability and safety
  • E. privacy and security
Mark Question:
Answer:

bd


AI systems should treat all people fairly.
AI systems should perform reliably and safely.
Reference:
https://docs.microsoft.com/en-us/azure/cloud-adoption-framework/strategy/responsible-ai

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Question 5

You have an Azure subscription.

You need to build an app that will compare documents for semantic similarity. The solution must meet the following requirements:

Return numeric vectors that represent the tokens of each document.
Minimize development effort.

Which Azure OpenAI model should you use?

  • A. GPT-3.5
  • B. GPT-4
  • C. embeddings
  • D. DALL-E
Mark Question:
Answer:

c

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Question 6

You are building an app that will use the Azure AI Video Indexer service.

You plan to train a language model to recognize industry-specific terms.

You need to upload a file that contains the industry-specific terms.

Which file format should you use?

  • A. XML
  • B. TXT
  • C. XLS
  • D. PDF
Mark Question:
Answer:

b

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Question 7

DRAG DROP You have a web app that uses Azure Cognitive Search.
When reviewing billing for the app, you discover much higher than expected charges. You suspect that the query key is compromised.
You need to prevent unauthorized access to the search endpoint and ensure that users only have read only access to the documents collection. The solution must minimize app downtime.
Which three actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.
Select and Place:

Mark Question:
Answer:


Reference:
https://docs.microsoft.com/en-us/azure/search/search-security-api-keys

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Question 8

SIMULATION You need to add a question pair to the published knowledge base used by a QnA Maker service named QNA12345678. The question must be: `What will be the next version of Windows?`
The answer must be: `Windows 11`.
To complete this task, sign in to the QnA Maker portal.

Mark Question:
Answer:

answer: windows 11


Step 1: Sign in to the QnA portal, then select the knowledge base to add the QnA pair to.
Step 2: On the EDIT page of the knowledge base, select Add QnA pair to add a new QnA pair.

Step 3: In the new QnA pair row, add the required question and answer fields. The other fields are optional. All fields can be changed at any time.
Question: What will be the next version of Windows?
Step 4: Select Save and train to see predictions including the new QnA pair.
Reference:
https://docs.microsoft.com/en-us/azure/cognitive-services/qnamaker/how-to/edit-knowledge-base

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Question 9

HOTSPOT

You have an Azure subscription.

You need to deploy an Azure AI Document Intelligence resource.

How should you complete the Azure Resource Manager (ARM) template? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

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Question 10

HOTSPOT You are building a chatbot by using the Microsoft Bot Framework Composer.
You have the dialog design shown in the following exhibit.

For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Hot Area:

Mark Question:
Answer:


Box 1: No -
User.name is a property.

Box 2: Yes -

Box 3: Yes -
The coalesce() function evaluates a list of expressions and returns the first non-null (or non-empty for string) expression.
Reference:
https://docs.microsoft.com/en-us/composer/concept-language-generation https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/coalescefunction

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