A manufacturing company wants to detect defects on a production line using camera images. The defects are rare and vary in appearance. They also need to extract serial numbers from the same images. The solution must be cost-effective and require minimal labeling effort. Which approach should they use?

Azure OpenAI Service (vision) + Azure AI Vision (OCR)

Azure AI Vision (image analysis) + Azure AI Document Intelligence

Azure AI Custom Vision (object detection)

A language learning app wants to assess users' pronunciation of English words and provide feedback. The app also needs to convert the user's speech to text for further analysis. Which Azure AI Speech feature should they use?

Pronunciation assessment + speech to text

A retail company wants to automatically tag product images with attributes such as 'red sneaker' and 'running shoe' so that customers can search by these tags. The team has thousands of labeled images and needs a solution that can be customized to their product catalog. Which service should they use?

Azure AI Search with integrated vectorization

Azure AI Vision Image Analysis with the 'tag' capability

Azure AI Custom Vision with a custom image classification model

Azure AI Language with custom text classification

Microsoft Certified:Azure AI Engineer Associate

Domain 1Objective 1

Select the Appropriate Microsoft Foundry Services AI-102 Practice Questions (Page 2)

Part of the Plan and manage an Azure AI solution domain, which accounts for 20-25% of the AI-102 exam. Microsoft does not publish an official question count, but from its 100-minute exam (~40–65 total, ~8–16 in this domain), expect 2–4 from this objective — we provide 16 practice questions to prepare you well beyond it. (estimate)

16questions here

4free pages

6concepts

20-25%of the exam

Questions 6–10

6foundation · easy
A support system needs to extract key phrases and detect the sentiment of customer reviews. Which Azure service provides these natural language processing capabilities?
Select an answer first
7foundation · easy
A company wants to build an application that generates custom marketing copy based on a user's product description. The solution must use a pre-trained model that can be fine-tuned with the company's own data. Which Microsoft service should be used?
Select an answer first
8expert · hard
A manufacturing company wants to detect defects on a production line using camera images. The defects are rare and vary in appearance. They also need to extract serial numbers from the same images. The solution must be cost-effective and require minimal labeling effort. Which approach should they use?
Select an answer first
9application · medium
A language learning app wants to assess users' pronunciation of English words and provide feedback. The app also needs to convert the user's speech to text for further analysis. Which Azure AI Speech feature should they use?
Select an answer first
10application · medium
A retail company wants to automatically tag product images with attributes such as 'red sneaker' and 'running shoe' so that customers can search by these tags. The team has thousands of labeled images and needs a solution that can be customized to their product catalog. Which service should they use?
Select an answer first

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Select the Appropriate Microsoft Foundry Services AI-102 Practice Questions (Page 2)

Questions 6–10

A support system needs to extract key phrases and detect the sentiment of customer reviews. Which Azure service provides these natural language processing capabilities?

A company wants to build an application that generates custom marketing copy based on a user's product description. The solution must use a pre-trained model that can be fine-tuned with the company's own data. Which Microsoft service should be used?

A language learning app wants to assess users' pronunciation of English words and provide feedback. The app also needs to convert the user's speech to text for further analysis. Which Azure AI Speech feature should they use?

Keep studying — Plan and manage an Azure AI solution