AB-410 Exam Questions

Which “Responsible AI“ principle focuses on ensuring AI systems are reliable and do not cause unintended harm when failures occur?

Which “Responsible AI” principle focuses on keeping AI systems secure from external attacks such as prompt injection?

Scenario: You must ensure an AI agent does not reveal internal project code names to customers. Which Azure feature helps identify those names in the model’s output?

Scenario: A developer needs to summarize a 50-page technical document. Which LLM parameter should be increased so the summary does not stop mid-sentence?

In RAG architecture, what does the “Orchestrator” such as Semantic Kernel do?

What is the primary role of “Semantic Kernel” (SK) in the Microsoft AI ecosystem?

In the Azure ecosystem, which component lets you create “Skillsets” that automatically translate documents and perform OCR during search indexing?

Scenario: You need to restrict an AI response to no more than 100 characters. Which parameter creates a hard stop for generation?

Which Azure AI service provides the “Vector Search” capability required to match a user’s natural language question with the most relevant company document?

Scenario: You are evaluating AI performance with a “Golden Dataset.“ Which metric measures the percentage of correct answers from the model?

Scenario: You need to extract “Project Names” and “Budget Amounts” from a thousand unstructured email threads. Which AI Builder model is most appropriate?

Scenario: You need to make sure an AI agent does not generate responses that include medical advice. Where should this restriction be defined most effectively?

Scenario: You are building a logistics app that must recognize “Fragile” stickers on shipping boxes using a camera. Which AI Builder model should you use?

What is the main purpose of “Few-shot Prompting“?

Scenario: You want an AI response to be exactly 50 words. Which parameter sets a hard limit on output length?

Which Microsoft tool visually orchestrates an AI model lifecycle from data ingestion and labeling through deployment and monitoring?

Which Dataverse feature lets an AI agent determine whether a product is “In Stock“ by using a calculated sum across multiple warehouses?

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

Which Microsoft Dataverse feature lets you audit exactly what data an AI agent accessed during a specific session?

What is the primary role of “Few-shot Prompting“ in a production AI application?

Which tool monitors “Token Usage” and “Cost” for an Azure OpenAI resource over time?

Which tool is used to move a Copilot agent from a “Development“ environment into a “Production“ environment?

Which Microsoft service provides a secure “Private Link” connection so traffic between your app and Azure OpenAI does not travel over the public internet?

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

In relation to LLMs, what does “Model Distillation“ mean?

Which AI Builder feature is appropriate for identifying specific objects, such as “Solar Panels,“ in high-resolution satellite imagery?

Which AI Builder model should extract the “Total Balance” from a photo of a bank statement with a unique layout?

What does the “Presence Penalty“ parameter discourage in a model completion?

What does the “Top P“ parameter, also called Nucleus Sampling, specifically limit during LLM generation?

Scenario: You are building an agent for a global HR department. The agent must recognize whether a user’s question contains a “Vacation Request” intent. Which service handles this?

Which “Responsible AI“ principle is violated when an AI hiring tool consistently ranks male candidates above female candidates for technical roles?

You are using AI Builder to extract data from invoices, and the invoice layout is the same across all vendors. Which model type should you use?

A developer wants a Power Automate flow to trigger when a customer sends an image of a damaged part so the part number can be identified. Which model is required?

In Azure AI Search, what is the “Search Index“?

A developer is creating a multi-agent system where one agent retrieves data and another summarizes it. Which component determines which agent should be called first based on the user‘s goal?

Which Azure AI service provides a dedicated environment for testing and comparing how different LLMs perform with the same prompt?

Scenario: You are building an intelligent app for a bank. The app must summarize a customer‘s monthly transaction history but must never show the full account number. Which AI technique should be applied first?

Scenario: An AI agent must access a customer‘s private order history in Dataverse. Which security layer stops the agent from viewing data that belongs to other customers?

In AI governance, what does the principle of “Accountability“ mean?

Which Azure AI service feature supports “Speech Intent Recognition,“ where the system identifies a user‘s goal directly from spoken audio?

What is the primary role of the “System Role“ (System Prompt) in an enterprise Chat Completion API?

Which Responsible AI principle helps ensure an AI system does not deliver different quality of service depending on a user’s demographic group?

What is the main purpose of “Few-shot Prompting“?

What does “Grounding“ mean for an AI model?

In Microsoft Copilot Studio, what is the purpose of the “Global“ variable scope?

Which Microsoft Dataverse column type should store geographic coordinates, Latitude and Longitude, for an AI-driven logistics app?

What does the “Presence Penalty“ parameter specifically discourage in AI-generated output?

A developer must make sure that a Copilot agent answers questions only from the company’s internal policy documents. What is this concept called?

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

Which Azure AI service would you use to identify specific celebrities or famous landmarks in a set of travel photos?

In a “RAG” architecture, which component ensures that the user’s query is matched to the most relevant local data?

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

Which tool evaluates an AI response’s “Groundedness” by comparing the response with the retrieved context?

Scenario: You need a bot to identify whether a user is “Angry,” “Neutral,” or “Happy” so it can route the user to a human agent. Which service is best suited for this?

Scenario: You must build an AI agent that performs real-time “What-If” analysis on a financial spreadsheet. Which tool should handle the logic?

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

Which tool monitors the real-time “Health” and “Latency” of an Azure OpenAI endpoint?

Scenario: You are building a customer service agent in Copilot Studio and want it to automatically greet the user by first name. Where should the name be stored?

In a RAG architecture, what does “Top K“ retrieval refer to?

Which tool is used to move an intelligent application from a Development environment to a Production environment?