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Question 1
Hotspot
HOTSPOT
You are evaluating Azure Vision in Foundry Tools for several business scenarios. The organization wants to understand which tasks can be supported by vision-based AI capabilities.
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Reveal answer detailsClose answer details
Explanation
The answer image should be Yes, Yes, and No. Azure Vision can identify visual defects and recognize shipping-label content, but extracting text from Word files is not a vision-only task.
Question 2
Single choice
Your company creates a custom Azure Machine Learning model that uses a generative AI assistant.
The model initially delivers strong results. However, six months later, the model predictions become noticeably less accurate.
What is a possible cause of the issue?
A
The model requires additional compute resources.
B
The input data changed over time.
C
The model was trained incorrectly.
Reveal answer detailsClose answer details
Correct answerB
Explanation
When predictions become less accurate months later, the usual business explanation is data drift: the real-world input patterns have changed from the training data. More compute does not fix changed patterns, and strong initial results make a bad original training process less likely.
Question 3
Multiple choice
An executive is concerned that a generative AI assistant may create plausible but unsupported statements when answering customer questions.
Which two mitigations best address this risk?
A
Ground the assistant in verified company sources and require review for high-impact responses
B
Disable authentication so the assistant can access more information
C
Use a smaller prompt so the model has fewer instructions to follow
D
Monitor responses and improve prompts, sources, and evaluation criteria over time
Reveal answer detailsClose answer details
Correct answersA, D
Explanation
Grounding in verified sources plus review for high-impact responses reduces unsupported claims, and ongoing monitoring improves prompts, sources, and evaluation criteria. Weakening authentication or shortening prompts does not address hallucination risk.
Question 4
Hotspot
HOTSPOT
You are comparing generative AI solutions with other AI solution types. The organization wants to identify which tasks are appropriate for generative AI.
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Reveal answer detailsClose answer details
Explanation
The answer image should be No, Yes, and Yes. Generative AI is not best suited for next-quarter sales prediction, but it can summarize policy documents and create product descriptions from product specifications.
Question 5
Hotspot
HOTSPOT
A company is estimating the cost of building and running generative AI solutions in Azure. The company wants to understand how data volume, token usage, and model capabilities affect cost.
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Reveal answer detailsClose answer details
Explanation
The answer image should be Yes, Yes, and No. Larger data can raise Azure Machine Learning cost, token processing drives many Azure OpenAI costs, and generative AI cost varies by model capability and usage rather than staying the same.
Question 6
Hotspot
HOTSPOT
You are comparing Microsoft Copilot, Microsoft 365 Copilot, and Microsoft Security Copilot for an organization. The organization wants to understand the differences between these Microsoft AI experiences.
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Reveal answer detailsClose answer details
Explanation
The answer image should be No, Yes, and Yes. Microsoft Copilot is not a single app with identical features across all products, Microsoft 365 Copilot provides business-user productivity capabilities, and Security Copilot helps with security posture and risk work.
Question 7
Single choice
Your company plans to adopt AI across multiple business units.
You need to ensure that all AI projects align with the company's business strategy and are implemented responsibly.
What is the best approach to achieve the goal?
A
Allow each department to deploy its own AI tools and workflows.
B
Delegate AI decision-making to the company's IT department.
C
Outsource AI development to an external vendor.
D
Establish an AI council to provide guidance, oversight, and coordination.
Reveal answer detailsClose answer details
Correct answerD
Explanation
A cross-functional AI council provides centralized guidance, oversight, and coordination so AI initiatives align with strategy and responsible AI expectations. Department-by-department deployment or outsourcing without governance would fragment decisions and increase risk.
Question 8
Hotspot
HOTSPOT
An organization is adopting Microsoft Responsible AI principles. The organization wants to understand why responsible AI principles are important when designing, deploying, and using AI systems.
Select the answer that correctly completes the sentence.
Reveal answer detailsClose answer details
Explanation
The answer image selects promoting ethical and accountable AI use. Responsible AI principles are important because they guide trustworthy, fair, transparent, privacy-aware, and accountable design and deployment.
Question 9
Single choice
Your company sells hiking and camping gear online.
You need a generative AI solution that can interact with customers, ask questions about their needs, and escalate to a human agent if necessary.
What solution should you use?
A
a chatbot
B
predictive AI
C
a recommendation engine
D
computer vision
Reveal answer detailsClose answer details
Correct answerA
Explanation
A chatbot or agent can hold a natural language conversation, ask follow-up questions, and escalate to a human when needed. Predictive analytics, recommendation engines, and computer vision do not provide that conversational service workflow by themselves.
Question 10
Single choice
Which business requirement most closely relates to grounding a generative AI model?
A
supporting multiple languages
B
measuring the number of user interactions per day
C
enabling users to interact by using natural language queries
D
ensuring that verified company data sources are used for response generation
Reveal answer detailsClose answer details
Correct answerD
Explanation
Grounding means the model response is anchored in trusted data supplied with the prompt or retrieved from approved sources. The business requirement is therefore to use verified company data sources during response generation, not merely to support languages or count usage.
Question 11
Multiple choice
A manufacturer wants to forecast demand for parts by analyzing several years of sales, seasonality, and inventory data.
Which two AI or data practices are most likely to add value?
A
Machine learning that predicts future demand from historical patterns
B
Manual data entry into a shared spreadsheet
C
A text summarization prompt for meeting notes
D
Using representative historical data that reflects seasonal demand patterns
Reveal answer detailsClose answer details
Correct answersA, D
Explanation
Demand forecasting benefits from machine learning over historical patterns and from representative seasonal data. Manual spreadsheet entry or meeting-note summarization does not provide the predictive modeling value needed for parts demand.
Question 12
Hotspot
HOTSPOT
You are comparing generative AI and predictive AI for a business audience. The audience needs to understand the key difference between the two types of AI.
Select the answer that correctly completes the sentence.
Reveal answer detailsClose answer details
Explanation
The answer image selects producing more accurate results as the visual completion, but the reliable distinction is that generative AI creates new content while predictive AI forecasts outcomes. The image should be interpreted through that generative-versus-predictive difference.
Question 13
Single choice
You have a business unit that uses an AI solution to process loan applications.
You discover that the solution rejects the application of all applicants that are older than 60 years of age.
Which Microsoft responsible AI principle is this violating?
A
accountability
B
transparency
C
reliability and safety
D
fairness
Reveal answer detailsClose answer details
Correct answerD
Explanation
Rejecting all applicants above a certain age is an unfair outcome because it treats a protected group differently without an individualized basis. The issue is discriminatory allocation of opportunity, which maps to the fairness principle.
Question 14
Single choice
Your company manages an online catalog of office supplies.
You plan to use a generative AI solution to create product descriptions for your company's website. The solution must meet the following requirements:
1. Ensure that the descriptions can be posted immediately after they are created. 2. Enable the selection and inclusion of product details in each description. 3. Be fast and simple for non-technical staff to use.
What is the best type of solution to use?
A
custom Azure Machine Learning model
B
the Researcher agent in Microsoft 365 Copilot
C
an interactive AI agent
D
a fine-tuned large language model (LLM)
Reveal answer detailsClose answer details
Correct answerC
Explanation
An interactive AI agent is the best fit for non-technical staff who need a simple guided experience that selects product details and generates publishable descriptions. A Researcher agent is for research tasks, while custom or fine-tuned models add unnecessary complexity.
Question 15
Hotspot
HOTSPOT
Your organization is evaluating Microsoft Foundry as a platform for developing AI solutions. You need to determine which statements correctly describe Microsoft Foundry and its licensing requirements.
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Reveal answer detailsClose answer details
Explanation
The answer image should be Yes, No, and No. Foundry is a unified platform for custom AI apps and models, not only a low-code business-user tool, and Microsoft 365 Copilot licensing is separate from access to Foundry services.
Question 16
Single choice
A company wants a chatbot to answer employee questions by using current HR policies stored in SharePoint. The company does not want to retrain the foundation model every time a policy changes.
Which approach should the company use?
A
Retrieval-augmented generation with grounding in approved HR content
B
A new pretrained model trained only on HR documents
C
A sentiment analysis model that classifies each employee question
D
A batch translation workflow for the policy documents
Reveal answer detailsClose answer details
Correct answerA
Explanation
Retrieval-augmented generation grounds chatbot responses in the current SharePoint policy content without retraining the base model. Training a new model, classifying sentiment, or translating policies would not solve current grounded question answering.
Question 17
Hotspot
HOTSPOT
You are helping business users understand the types of productivity tasks that Microsoft 365 Copilot can perform in Microsoft 365 apps.
Select the answer that correctly completes the sentence.
Reveal answer detailsClose answer details
Explanation
The answer image should be No, Yes, and Yes. Vision tools are not for extracting key phrases from PDFs, but they can generate image labels and natural language descriptions, while Document Intelligence can process invoices and credit notes.
Question 18
Multiple choice
Your company is evaluating the use of Microsoft Copilot Studio to support business process automation
and employee self-service.
Which two capabilities are directly supported in Copilot Studio? Each correct answer presents a complete solution.
NOTE: Each correct selection is worth one point.
A
drafting and summarizing files in Microsoft Word and PowerPoint
B
customizing agent behavior and responses
C
using agents to identify and respond to security incidents
D
building agents that connect to business data and automate user interactions
E
configuring document security
Reveal answer detailsClose answer details
Correct answersB, D
Explanation
Copilot Studio directly supports building and customizing agents and connecting them to business data and workflows. Drafting Office files is a Microsoft 365 Copilot app experience, security-incident response belongs to Security Copilot, and document security configuration is not the core agent-building feature.
You are evaluating Azure Vision in Foundry Tools for several business scenarios. The organization wants to understand which tasks can be supported by vision-based AI capabilities.
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Correct Answer:
Explanation
Explanation/Reference:
The answer image should be Yes, Yes, and No. Azure Vision can identify visual defects and recognize shipping-label content, but extracting text from Word files is not a vision-only task.
QUESTION 2
Your company creates a custom Azure Machine Learning model that uses a generative AI assistant.
The model initially delivers strong results. However, six months later, the model predictions become noticeably less accurate.
What is a possible cause of the issue?
A.
The model requires additional compute resources.
B.
The input data changed over time.
C.
The model was trained incorrectly.
Correct Answer: B
Explanation
Explanation/Reference:
When predictions become less accurate months later, the usual business explanation is data drift: the real-world input patterns have changed from the training data. More compute does not fix changed patterns, and strong initial results make a bad original training process less likely.
QUESTION 3
An executive is concerned that a generative AI assistant may create plausible but unsupported statements when answering customer questions.
Which two mitigations best address this risk?
A.
Ground the assistant in verified company sources and require review for high-impact responses
B.
Disable authentication so the assistant can access more information
C.
Use a smaller prompt so the model has fewer instructions to follow
D.
Monitor responses and improve prompts, sources, and evaluation criteria over time
Correct Answer: AD
Explanation
Explanation/Reference:
Grounding in verified sources plus review for high-impact responses reduces unsupported claims, and ongoing monitoring improves prompts, sources, and evaluation criteria. Weakening authentication or shortening prompts does not address hallucination risk.
QUESTION 4
HOTSPOT
You are comparing generative AI solutions with other AI solution types. The organization wants to identify which tasks are appropriate for generative AI.
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Correct Answer:
Explanation
Explanation/Reference:
The answer image should be No, Yes, and Yes. Generative AI is not best suited for next-quarter sales prediction, but it can summarize policy documents and create product descriptions from product specifications.
QUESTION 5
HOTSPOT
A company is estimating the cost of building and running generative AI solutions in Azure. The company wants to understand how data volume, token usage, and model capabilities affect cost.
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Correct Answer:
Explanation
Explanation/Reference:
The answer image should be Yes, Yes, and No. Larger data can raise Azure Machine Learning cost, token processing drives many Azure OpenAI costs, and generative AI cost varies by model capability and usage rather than staying the same.
QUESTION 6
HOTSPOT
You are comparing Microsoft Copilot, Microsoft 365 Copilot, and Microsoft Security Copilot for an organization. The organization wants to understand the differences between these Microsoft AI experiences.
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Correct Answer:
Explanation
Explanation/Reference:
The answer image should be No, Yes, and Yes. Microsoft Copilot is not a single app with identical features across all products, Microsoft 365 Copilot provides business-user productivity capabilities, and Security Copilot helps with security posture and risk work.
QUESTION 7
Your company plans to adopt AI across multiple business units.
You need to ensure that all AI projects align with the company's business strategy and are implemented responsibly.
What is the best approach to achieve the goal?
A.
Allow each department to deploy its own AI tools and workflows.
B.
Delegate AI decision-making to the company's IT department.
C.
Outsource AI development to an external vendor.
D.
Establish an AI council to provide guidance, oversight, and coordination.
Correct Answer: D
Explanation
Explanation/Reference:
A cross-functional AI council provides centralized guidance, oversight, and coordination so AI initiatives align with strategy and responsible AI expectations. Department-by-department deployment or outsourcing without governance would fragment decisions and increase risk.
QUESTION 8
HOTSPOT
An organization is adopting Microsoft Responsible AI principles. The organization wants to understand why responsible AI principles are important when designing, deploying, and using AI systems.
Select the answer that correctly completes the sentence.
Correct Answer:
Explanation
Explanation/Reference:
The answer image selects promoting ethical and accountable AI use. Responsible AI principles are important because they guide trustworthy, fair, transparent, privacy-aware, and accountable design and deployment.
QUESTION 9
Your company sells hiking and camping gear online.
You need a generative AI solution that can interact with customers, ask questions about their needs, and escalate to a human agent if necessary.
What solution should you use?
A.
a chatbot
B.
predictive AI
C.
a recommendation engine
D.
computer vision
Correct Answer: A
Explanation
Explanation/Reference:
A chatbot or agent can hold a natural language conversation, ask follow-up questions, and escalate to a human when needed. Predictive analytics, recommendation engines, and computer vision do not provide that conversational service workflow by themselves.
QUESTION 10
Which business requirement most closely relates to grounding a generative AI model?
A.
supporting multiple languages
B.
measuring the number of user interactions per day
C.
enabling users to interact by using natural language queries
D.
ensuring that verified company data sources are used for response generation
Correct Answer: D
Explanation
Explanation/Reference:
Grounding means the model response is anchored in trusted data supplied with the prompt or retrieved from approved sources. The business requirement is therefore to use verified company data sources during response generation, not merely to support languages or count usage.
QUESTION 11
A manufacturer wants to forecast demand for parts by analyzing several years of sales, seasonality, and inventory data.
Which two AI or data practices are most likely to add value?
A.
Machine learning that predicts future demand from historical patterns
B.
Manual data entry into a shared spreadsheet
C.
A text summarization prompt for meeting notes
D.
Using representative historical data that reflects seasonal demand patterns
Correct Answer: AD
Explanation
Explanation/Reference:
Demand forecasting benefits from machine learning over historical patterns and from representative seasonal data. Manual spreadsheet entry or meeting-note summarization does not provide the predictive modeling value needed for parts demand.
QUESTION 12
HOTSPOT
You are comparing generative AI and predictive AI for a business audience. The audience needs to understand the key difference between the two types of AI.
Select the answer that correctly completes the sentence.
Correct Answer:
Explanation
Explanation/Reference:
The answer image selects producing more accurate results as the visual completion, but the reliable distinction is that generative AI creates new content while predictive AI forecasts outcomes. The image should be interpreted through that generative-versus-predictive difference.
QUESTION 13
You have a business unit that uses an AI solution to process loan applications.
You discover that the solution rejects the application of all applicants that are older than 60 years of age.
Which Microsoft responsible AI principle is this violating?
A.
accountability
B.
transparency
C.
reliability and safety
D.
fairness
Correct Answer: D
Explanation
Explanation/Reference:
Rejecting all applicants above a certain age is an unfair outcome because it treats a protected group differently without an individualized basis. The issue is discriminatory allocation of opportunity, which maps to the fairness principle.
QUESTION 14
Your company manages an online catalog of office supplies.
You plan to use a generative AI solution to create product descriptions for your company's website. The solution must meet the following requirements:
1. Ensure that the descriptions can be posted immediately after they are created. 2. Enable the selection and inclusion of product details in each description. 3. Be fast and simple for non-technical staff to use.
What is the best type of solution to use?
A.
custom Azure Machine Learning model
B.
the Researcher agent in Microsoft 365 Copilot
C.
an interactive AI agent
D.
a fine-tuned large language model (LLM)
Correct Answer: C
Explanation
Explanation/Reference:
An interactive AI agent is the best fit for non-technical staff who need a simple guided experience that selects product details and generates publishable descriptions. A Researcher agent is for research tasks, while custom or fine-tuned models add unnecessary complexity.
QUESTION 15
HOTSPOT
Your organization is evaluating Microsoft Foundry as a platform for developing AI solutions. You need to determine which statements correctly describe Microsoft Foundry and its licensing requirements.
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Correct Answer:
Explanation
Explanation/Reference:
The answer image should be Yes, No, and No. Foundry is a unified platform for custom AI apps and models, not only a low-code business-user tool, and Microsoft 365 Copilot licensing is separate from access to Foundry services.
QUESTION 16
A company wants a chatbot to answer employee questions by using current HR policies stored in SharePoint. The company does not want to retrain the foundation model every time a policy changes.
Which approach should the company use?
A.
Retrieval-augmented generation with grounding in approved HR content
B.
A new pretrained model trained only on HR documents
C.
A sentiment analysis model that classifies each employee question
D.
A batch translation workflow for the policy documents
Correct Answer: A
Explanation
Explanation/Reference:
Retrieval-augmented generation grounds chatbot responses in the current SharePoint policy content without retraining the base model. Training a new model, classifying sentiment, or translating policies would not solve current grounded question answering.
QUESTION 17
HOTSPOT
You are helping business users understand the types of productivity tasks that Microsoft 365 Copilot can perform in Microsoft 365 apps.
Select the answer that correctly completes the sentence.
Correct Answer:
Explanation
Explanation/Reference:
The answer image should be No, Yes, and Yes. Vision tools are not for extracting key phrases from PDFs, but they can generate image labels and natural language descriptions, while Document Intelligence can process invoices and credit notes.
QUESTION 18
Your company is evaluating the use of Microsoft Copilot Studio to support business process automation
and employee self-service.
Which two capabilities are directly supported in Copilot Studio? Each correct answer presents a complete solution.
NOTE: Each correct selection is worth one point.
A.
drafting and summarizing files in Microsoft Word and PowerPoint
B.
customizing agent behavior and responses
C.
using agents to identify and respond to security incidents
D.
building agents that connect to business data and automate user interactions
E.
configuring document security
Correct Answer: BD
Explanation
Explanation/Reference:
Copilot Studio directly supports building and customizing agents and connecting them to business data and workflows. Drafting Office files is a Microsoft 365 Copilot app experience, security-incident response belongs to Security Copilot, and document security configuration is not the core agent-building feature.
