AB-410 Exam Questions

Scenario: A developer needs to summarize a 50-page technical document. Which LLM parameter should be increased to ensure the summary is not cut off mid-sentence?

In a RAG architecture, what is the role of the “Orchestrator“ (e.g., Semantic Kernel)?

In the context of Azure OpenAI, what is the purpose of “Tokenization“?

In the context of LLMs, what does the term “Grounding“ refer to?

Which AI Builder model should be used to extract the “Total Balance“ from a photo of a bank statement that has a unique layout?

Scenario: You need to extract “Part Numbers“ from a video stream of a moving assembly line. Which service is required?

Scenario: You need to redact social security numbers from a large dataset of customer emails before using them to ground an AI. Which service should you use?

Which Microsoft service provides the “Model Catalog,“ allowing developers to choose between GPT-4, Llama, and Mistral models?

In Copilot Studio, what is a “System Topic“?

Scenario: You are building an agent that needs to look up a user‘s loyalty points in a legacy system via a REST API. Which node in Copilot Studio is used?

What is “Zero-shot“ prompting?

Which AI Builder model would you use to extract information from a document that does not have a fixed layout, such as a legal letter or an email?

Which Microsoft service provides a secure, “Private Link“ connection to ensure that traffic between your app and Azure OpenAI never travels over the public internet?

In “Responsible AI,“ which principle requires that an AI system should not be a “black box“ and its decisions should be explainable?

Scenario: You are building a Power Automate flow that receives an email in French and needs to summarize it in English. Which two AI Builder actions are required?

Scenario: You need to ensure that an AI agent does not generate responses containing medical advice. Where is the most effective place to define this restriction?

Scenario: You want to create a Copilot agent that can pull real-time weather data from an external API. Which Power Platform component is the bridge?

Scenario: A developer wants to create an AI agent that can summarize a user‘s recent SharePoint files. Which Copilot Studio feature provides this “out-of-the-box“ connectivity?

In a “Vector Search“ index, how is the similarity between a query and a document primarily calculated?

Which “Responsible AI“ principle requires that AI systems be built to perform reliably and safely even under unexpected conditions?

Scenario: An intelligent application needs to search through thousands of scanned PDF legal documents. Which Azure AI Search feature allows the system to “read“ the text inside the images?

Which tool is used to evaluate the “Groundedness“ of an AI’s response by comparing it to the retrieved context?

In Copilot Studio, what is the purpose of the “On Message Received“ system trigger?

What is a “Hallucination“ in a Large Language Model?

What is the primary advantage of using a “Phi-3“ model over a “GPT-4“ model for a mobile-based intelligent application?

In the context of LLMs, what is “Model Distillation“?

Which Microsoft service allows you to define “Data Loss Prevention“ (DLP) policies to control which connectors can be used with AI-driven Power Automate flows?

Which Responsible AI principle is primarily addressed by ensuring that an AI system is accessible to users who rely on screen readers?

Which Microsoft tool is used to manage the Application Lifecycle Management (ALM) of Copilot agents, moving them from “Dev“ to “Test“ to “Production“?

Scenario: A customer service bot needs to distinguish between a “Refund“ request and a “Exchange“ request. Which Copilot Studio feature handles this?

A developer is building a multi-agent system where one agent retrieves data and another summarizes it. Which component decides which agent to call first based on the user‘s goal?

Scenario: You are using AI Builder to extract data from invoices. The invoice layout is consistent across all vendors. Which model type should you use?

In the context of RAG, what is “Chunking“?

Scenario: An application needs to verify if a user‘s uploaded profile picture contains a human face before allowing the upload. Which Azure AI Vision feature is most appropriate?

Which Responsible AI principle is primarily addressed by providing a “Report a Problem“ or “Give Feedback“ button on an AI‘s response?

When configuring an Azure OpenAI deployment, what does the “Max Tokens“ parameter specifically limit?

What does the “Top P“ parameter do in an LLM configuration?

Which component is used to securely store and manage the API keys for Azure AI Services when deploying an application to Azure App Service?

Scenario: You are building an agent that must perform a calculation and then update a record in a legacy SQL database. Which tool is best for this action?

In Microsoft Copilot Studio, what is the purpose of the “On Unknown Intent“ system topic?

What is the “Context Window“ of a Large Language Model?

What is the primary purpose of “Semantic Ranking“ in an Azure AI Search index?

What is the primary role of “Microsoft Entra ID“ in an intelligent application architecture?

Which Microsoft Dataverse feature ensures that an AI agent cannot read payroll data unless the logged-in user has the correct security clearance?

Scenario: You are building an app to scan warehouse shelves. You need to identify if a specific shelf is “Empty“ or “Full.“ Which AI Builder model type should you train?

Scenario: You are building a Power Automate flow that extracts data from shipping labels. The labels are often blurry or tilted. Which AI Builder model is most resilient for this?

In Azure AI Search, what is “Hybrid Search“?

What is a “Hallucination“ in Generative AI?

Which “Responsible AI“ principle requires that a developer be able to explain why an AI system made a specific decision?

Scenario: A developer wants to build a bot that can query a real-time stock price database. Which component acts as the bridge between the bot and the database API?

Which Azure AI service feature allows you to “Translate“ a text document while preserving the original complex formatting like tables and headers?

Scenario: You need to redact Social Security Numbers from a dataset before using it to ground an AI agent. Which service should you use?

Which Microsoft service provides “Prompt Shields“ to protect against Indirect Prompt Injection (where malicious instructions are hidden in data)?

In Copilot Studio, what is the purpose of the “On Conversation Start“ system trigger?

Scenario: You are using Azure AI Video Indexer. You need to identify the exact moments when a specific company logo appears on screen. Which feature provides this?

Which Azure service provides the “Prompt Shields“ capability to detect and block Indirect Prompt Injection attacks?

Scenario: You want to restrict an AI bot to only answer in “French“ regardless of the user‘s input language. Where is the best place to define this?

Scenario: A retail company wants an AI agent that can check a SQL database for product availability in real-time. How should this be implemented in Copilot Studio?

Scenario: You are designing a Power App that uses AI to scan warehouse inventory. You need to identify if a specific shelf contains a “Box“ or a “Pallet.“ Which AI Builder model is best?

Which Dataverse feature allows an AI agent to see if a specific product is “In Stock“ by looking at a calculated sum of several warehouses?