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| Section | Weight | Objectives |
|---|
| Plan AI-powered business solutions | 25โ30% | - Evaluate costs and benefits
- 1. Perform ROI analysis for proposed solutions
- 2. Define ROI and total cost of ownership criteria
- 3. Design model routing strategies
- Design overall AI strategy
- 1. Determine build vs buy vs extend decisions
- 2. Establish responsible AI and governance guidelines
- 3. Define architecture strategy for AI and agents
- 4. Design multi-agent solutions using Microsoft 365, Copilot Studio, Azure AI Foundry
- 5. Apply Cloud Adoption Framework for AI
- Analyze requirements for AI-powered business solutions
- 1. Assess agent use in automation, analytics, and decision-making
- 2. Organize data for reuse across AI systems
- 3. Evaluate data quality, relevance, and availability for grounding
|
| Design AI-powered business solutions | 25โ30% | - Design extensibility and integration
- 1. Extend agents via Model Context Protocol and open standards
- 2. Integrate with Microsoft 365, Teams, and SharePoint
- 3. Apply Power Platform Well-Architected Framework
- Orchestrate configuration
- 1. Design knowledge source integration
- 2. Set up Microsoft 365 Copilot for Sales and Service
- 3. Configure AI features across Dynamics 365 workloads
- Design AI and agents
- 1. Build task, autonomous, and prompt-response agents
- 2. Customize Copilot for Dynamics 365 applications
- 3. Design topics, flows, and actions in Copilot Studio
- 4. Integrate Azure AI services and OpenAI models
|
| Deploy AI-powered business solutions | 40โ45% | - Design ALM processes
- 1. ALM for agents, models, data, and configurations
- 2. Version control and release management
- Manage testing and validation
- 1. Design end-to-end test scenarios
- 2. Validate prompt engineering best practices
- 3. Define test criteria for agents and models
- Implement security, governance, compliance
- 1. Enforce data residency and access controls
- 2. Adhere to responsible AI principles
- 3. Secure models, data, and workflows
- 4. Audit trails and vulnerability management
- Monitor, analyze, and tune solutions
- 1. Optimize agent behavior and reliability
- 2. Analyze usage, feedback, and performance metrics
- 3. Design monitoring and telemetry strategies
|
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Microsoft Agentic AI Business Solutions Architect Sample Questions (Q92-Q97):
NEW QUESTION # 92
A company has a Microsoft Foundry generative Al model.
You need to evaluate the model ' s output to measure the overall quality and coherence of generated responses. The evaluation must use GPT-4o as a judge and return a numeric score for each output.
Which type of metric should you use?
- A. Groundedness
- B. Al quality (NLP)
- C. Al quality (Al assisted)
- D. risk and safety
Answer: C
NEW QUESTION # 93
A company has an AI solution that uses Azure OpenAI models.
You need to recommend a governance solution that monitors and audits changes to model configurations and data usage. The solution must minimize administrative effort.
What should you include in the recommendation?
- A. Azure Policy
- B. Microsoft Purview
- C. Azure API Management
- D. Azure Monitor
- E. Azure Stream Analytics
Answer: D
Explanation:
Azure Monitor is the primary service for monitoring and auditing Azure OpenAI model configurations and data usage. By combining Azure Monitor with diagnostic settings, you can track management operations, analyze token consumption, and audit prompt/response data.
Reference:
https://learn.microsoft.com/en-us/azure/azure-monitor/fundamentals/overview
NEW QUESTION # 94
A company has a customer order system that creates sales orders manually.
You need to design an Ai solution to automate the following tasks as part of the system:
* Save the order details to a database.
* Update the order status m the database.
* Extract the order details from an order file
* Prepare and send a confirmation email to customers.
The solution must minimize development effort and support intelligent automation and solution integration.
What should you include m the design?
- A. a Microsoft Copilot Studio agent that uses Microsoft Power Automate workflows
- B. a multi-agent solution that uses the Semantic Kernel SDK
- C. a workflow in Azure Logic Apps
- D. a multi-agent solution that uses Microsoft Foundry Agent Service
Answer: A
NEW QUESTION # 95
A company has a Microsoft Copilot Studio agent that uses generative Al to assist Microsoft Dynamics 365 Customer Service representatives. The agent currently exhibits a low resolution rate and a high escalation rate. You need to identify the issue. What should you use?
- A. the Insights tab from the Search & intelligence settings of the Microsoft 365 admin center
- B. the Analytics tab in Copilot Studio
- C. the Copilot hub in the Power Platform admin center
- D. the Agent dashboard of Dynamics 365 Customer Service historical analytics
Answer: B
Explanation:
The scenario is about a Microsoft Copilot Studio agent with:
low resolution rate
high escalation rate
To identify the issue, the most appropriate place is the Analytics tab in Copilot Studio, which is built specifically to evaluate agent performance, conversation outcomes, escalation behavior, and content quality.
Why D is correct:
It provides agent-specific operational insights
It helps diagnose patterns behind poor resolution and excessive escalation It is the native monitoring surface for deployed Copilot Studio agents Why the other options are not correct:
A). Insights tab in Microsoft 365 admin center is not the primary place for diagnosing a Copilot Studio agent's conversation performance B). Copilot hub in the Power Platform admin center is more administrative/governance-oriented than agent troubleshooting-focused C). Agent dashboard of Dynamics 365 Customer Service historical analytics is tied to Customer Service analytics, but the question asks generally about a Copilot Studio agent, so the direct tool is Copilot Studio analytics
NEW QUESTION # 96
A company has a Microsoft Dynamics 365 Sales environment that has Microsoft Copilot enabled.
You need to customize Copilot by tailoring how opportunity summaries are generated or how they are presented to users.
Solution: You configure Al Builder lead scoring models to influence opportunity summaries. Does this meet the goal?
Answer: B
Explanation:
AI Builder lead scoring models are used to score and prioritize leads. They do not control how opportunity summaries in Dynamics 365 Sales Copilot are generated or displayed.
The requirement is specifically about customizing:
* how opportunity summaries are generated , or
* how they are presented to users
Configuring a lead scoring model affects lead qualification insights, not Copilot's opportunity summary generation or presentation layer.
NEW QUESTION # 97
......
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