A marketing company uses a prompt flow in Microsoft Foundry to generate ad copy. They have a prompt template that includes placeholders for the product name and target audience. They want to test different variations of the template to see which performs best. They also need to evaluate the generated copy's effectiveness. Which approach should they take?

Evaluate the template's performance by measuring the number of tokens used.

Use a single template and change the product name and audience manually for each test.

Use a different model for each template variation to ensure fairness.

Create multiple versions of the prompt template, run the flow with each version on a test dataset, and compare the evaluation metrics.

A healthcare startup is planning to build a generative AI solution in Microsoft Foundry. They need to isolate their development workloads from production workloads, but they also want to minimize administrative overhead for managing access permissions. They expect to use several different model families across their projects. What should they do?

Create a hub without any projects and deploy all models directly to the hub.

Create a single project and use folders to separate development and production.

Create a single hub with multiple projects, and assign users to project-level roles.

Create a separate hub for each project to ensure complete isolation.

A software company has deployed a generative AI project in Microsoft Foundry. They now want to call the deployed flow from a .NET application. What should they use?

The Azure CLI to run the flow locally.

The Foundry portal to copy the flow output manually.

The Microsoft Foundry SDK for .NET to invoke the flow endpoint.

The REST API directly without any SDK.

What is the primary method to authenticate an application when using the Azure AI Foundry SDK?

API keys stored in the source code

Azure Active Directory (Microsoft Entra ID) tokens

A media company wants to build a generative AI solution that creates short video scripts. They need a model that is good at creative writing and can handle long prompts. They also want to evaluate the model's output quality. Which model selection and evaluation strategy should they use?

Select a model based on its popularity, and skip evaluation to save time.

Select a large language model known for creative writing, deploy it, and evaluate its output using human review and automated metrics.

Select a model that is cheapest, and evaluate only on token usage.

Select a small model to reduce cost, and evaluate only on response time.

Microsoft Certified:Azure AI Engineer Associate

Domain 2Objective 1

Build Generative AI Solutions with Microsoft Foundry AI-102 Practice Questions (Page 9)

Part of the Implement generative AI solutions domain, which accounts for 15-20% of the AI-102 exam. Microsoft does not publish an official question count, but from its 100-minute exam (~40–65 total, ~6–13 in this domain), expect 2–4 from this objective — we provide 45 practice questions to prepare you well beyond it. (estimate)

45questions here

9free pages

8concepts

15-20%of the exam

Questions 41–45

41expert · hard
A marketing company uses a prompt flow in Microsoft Foundry to generate ad copy. They have a prompt template that includes placeholders for the product name and target audience. They want to test different variations of the template to see which performs best. They also need to evaluate the generated copy's effectiveness. Which approach should they take?
Select an answer first
42application · medium
A healthcare startup is planning to build a generative AI solution in Microsoft Foundry. They need to isolate their development workloads from production workloads, but they also want to minimize administrative overhead for managing access permissions. They expect to use several different model families across their projects. What should they do?
Select an answer first
43application · medium
A software company has deployed a generative AI project in Microsoft Foundry. They now want to call the deployed flow from a .NET application. What should they use?
Select an answer first
44foundation · easy
What is the primary method to authenticate an application when using the Azure AI Foundry SDK?
Select an answer first
45application · medium
A media company wants to build a generative AI solution that creates short video scripts. They need a model that is good at creative writing and can handle long prompts. They also want to evaluate the model's output quality. Which model selection and evaluation strategy should they use?
Select an answer first

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Build Generative AI Solutions with Microsoft Foundry AI-102 Practice Questions (Page 9)

Questions 41–45

A software company has deployed a generative AI project in Microsoft Foundry. They now want to call the deployed flow from a .NET application. What should they use?

What is the primary method to authenticate an application when using the Azure AI Foundry SDK?

A media company wants to build a generative AI solution that creates short video scripts. They need a model that is good at creative writing and can handle long prompts. They also want to evaluate the model's output quality. Which model selection and evaluation strategy should they use?

Keep studying — Implement generative AI solutions