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| Section | Objectives |
|---|---|
| Measure and improve customer experience analytics | - Use insights to improve service quality - Analyze contact center performance metrics |
| Implement omnichannel engagement | - Configure digital messaging and chat channels - Enable voice and unified routing scenarios |
| Design AI-enabled contact center experiences | - Configure Dynamics 365 Customer Service capabilities - Implement AI-assisted agent experiences with Copilot |
| Knowledge and case management with AI | - Configure knowledge base for agent assistance - Implement case routing and automation rules |
| Optimize agent productivity using Copilot and automation | - Use Copilot for response generation and summarization - Configure workflow automation for service operations |
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90. Frage
A company is designing AI-powered self-service capabilities through voice agents for a contact center, and the solution must keep AI consumption costs low, optimize automation coverage, and still handle both repetitive and unpredictable customer requests consistently. You need to design the AI capability to meet these requirements.
Which two approaches could achieve this goal? Each correct answer presents a complete solution.
Antwort: B,C
Begründung:
Comprehensive and Detailed 150 to 250 words of Explanation From Dynamics 365 Contact Center AI Engineer/Course Guide/topics:
A hybrid orchestration model provides the strongest balance between predictable automation, AI flexibility, and consumption efficiency. Deterministic topic flows should handle stable, repetitive requests for which the expected customer intent, required information, and response sequence are already known. These flows avoid invoking generative reasoning unnecessarily and provide predictable behavior for high-frequency scenarios. Generative orchestration can then be used as a fallback when the incoming request does not match a predefined path.
Microsoft distinguishes classic orchestration, which matches requests to predefined topics, from generative AI orchestration, which interprets customer intent dynamically and chooses the most appropriate topics, knowledge, or actions. Selective application of generative AI to uncertain or low-confidence requests further limits expensive model invocation to situations where adaptive reasoning actually provides value.
Applying generative AI to every interaction increases consumption without improving deterministic scenarios. Conversely, IVR-only treatment of repetitive requests limits conversational flexibility. The hybrid approach allows predictable intents to remain deterministic while uncertain interactions receive generative processing.
Study Guide reference: Configure agents and AI capabilities -> Configure voice agents -> Configure IVR by using generative AI or classic orchestration; implement voice-agent best practices.
91. Frage
A company requires AI-driven optimization of service workflows.
The system must recommend improvements based on performance data.
You need to configure transformation analysis.
Which two actions should you perform? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
Antwort: B,C
Begründung:
To effectively set up transformation analysis and AI-driven optimization in a Dynamics 365 Contact Center, you must enable analytics, define performance metrics, activate Copilot-driven insights, enable conversation diagnostics, and use interaction data for continuous analysis.
Omnichannel Analytics: Enabling historical and real-time analytics dashboards provides visibility into agent performance, customer satisfaction (CSAT), and operational efficiency.
Copilot & AI Insights: Activating Copilot allows the system to generate real-time conversation summaries, sentiment analysis, and automated suggestions to streamline agent workflows.
[D] Conversation Diagnostics: Turning on diagnostics helps administrators troubleshoot audio, connection, and data routing issues to ensure seamless interaction tracking.
[B] Interaction Data Utilization: Data from call transcripts, chat logs, and post-call surveys must be continuously ingested and reviewed to refine automated routing, training models, and IVR workflows.
Reference:
https://learn.microsoft.com/en-us/dynamics365/customer-service/administer/configure-customer-service-analytics-insights-csh
92. Frage
Case Study 1 - Fabrikam, Inc
Background
Fabrikam, Inc. is a mid-sized global company that provides outsourced customer support services for retail and telecommunications clients. The company operates multiple regional contact centers. Fabrikam, Inc. is transitioning to a unified cloud-based platform by implementing Microsoft Dynamics 365 Contact Center.
The goal is to improve customer satisfaction, reduce average handling time, and increase workforce productivity while enabling AI-assisted customer interactions.
Fabrikam, Inc. has an established Microsoft ecosystem, including Microsoft Azure and Microsoft Power Platform. The company requires that all implementations follow best practices for scalability, maintainability, and governance, while aligning with internal governance and security standards.
Current environment
Contact Center infrastructure
- Fabrikam, Inc. currently uses an outdated on-premises telephony system that does NOT integrate with modern CRM systems.
- The company is migrating to Dynamics 365 Contact Center to support voice-based interactions.
- Azure resources are centrally managed by the IT team.
- Azure Application Insights is provisioned but not yet connected to any contact center workload.
- Microsoft Entra ID is used for identity and access management.
Application lifecycle management (ALM)
- The company maintains separate development, test, and production environments in Microsoft Dataverse.
- Solutions are deployed as managed or unmanaged depending on the environment.
- Configuration data must be moved between environments without manual recreation.
- The IT team requires repeatable and governed deployment processes.
Users and roles
- Customer service representatives (CSRs) handle inbound customer calls.
- Supervisors monitor performance and manage workforce scheduling.
- Administrators configure and maintain the system.
- Roles are defined for CSRs, supervisors, and administrators, but permissions are not consistently enforced.
- Access must be restricted based on user responsibilities to enforce least privilege.
Business requirements
Voice channel
- Customers must be able to contact customer support through an inbound voice channel.
- Incoming calls must be routed to available CSRs based on predefined criteria.
- Customer input must be collected through an automated interaction before routing.
- Some inquiries must be resolved without involving a human representative.
- When escalation is required, CSRs must receive relevant information collected earlier in the interaction.
Workforce management (WFM)
- Supervisors must define shifts and assign schedules for CSRs.
- CSRs must receive interactions during their scheduled shifts only.
- Some shifts must allow for times that do NOT accept phone calls.
- WFM capabilities must be enabled within the contact center solution.
AI and automation
- The solution must support AI-driven capabilities to handle frequently asked customer questions.
- The system must support generative AI for natural, conversational interactions.
- When an issue cannot be resolved automatically, escalation paths must be defined.
Routing and work assignment
- Customer interactions must be managed through a structured process to ensure consistent handling.
- Information collected during the voice agent interactions must be available to CSRs.
- CSRs must be assigned to handle interactions based on their expertise.
Analytics and monitoring
- The company must monitor conversation performance and identify and troubleshoot issues affecting customer experience.
- The solution must provide detailed diagnostic information to support troubleshooting across the interaction lifecycle.
- Supervisors must be able to analyze interaction quality and identify trends and bottlenecks.
Technical requirements
Voice channel configuration
- Dynamics 365 Contact Center must be used to support voice-based customer interactions.
- The solution must support inbound calling through configured phone numbers.
- Voice interactions must be routed in a way that follows best practices for scalability and consistent performance.
IVR and voice agents
- IVR flows must support both naturally spoken input and keypad input.
- Voice agents must be configured by using Copilot Studio.
- AI agents must be able to retrieve customer data from backend systems when needed.
Security and access
- Access must be restricted based on user responsibilities and follow the principle of least privilege.
- CSRs must access records relevant to only the interactions they handle.
- Supervisors must have visibility into CSR performance and schedules.
- Administrators must have full access to configure and manage the solution.
ALM and deployment
- Production deployments must use managed solutions.
- Configuration data must be moved between environments by using supported tools and without manual recreation.
- Deployment processes should be automated to ensure consistency and reliability.
Issues
- The current system lacks integration between voice interactions and CRM systems.
- CSRs receive calls outside of their scheduled shifts.
- Fabrikam, Inc. has no consistent process for deploying configurations across environments.
- AI capabilities are underused, resulting in increased interaction volumes.
- Some customers interact from a noisy environment, which makes it difficult for CSRs and agents to serve them efficiently.
- Supervisors lack visibility into detailed conversation diagnostics.
- Access permissions are not consistently aligned with user responsibilities, causing access inconsistencies.
Drag and Drop Question
You need to design voice interactions that resolve the caller interaction issues.
Which input method should you configure? To answer, move the appropriate features to the correct requirements. You may use each feature once, more than once, or not at all. You may need to move the split bar between panes or scroll to view content.
NOTE: Each correct selection is worth one point.
Antwort:
Begründung:
Explanation:
Scenario: Some customers interact from a noisy environment, which makes it difficult for CSRs and agents to serve them efficiently.
Box 1: Numeric menu selection
Background noise easily distorts spoken words, causing automated systems to fail. Dual-Tone Multi-Frequency (DTMF) keypad presses bypass acoustic interference entirely, ensuring 100% accurate data transmission.
Box 2: Speech transcription
In a quiet space, Natural Language Processing (NLP) shines. The system can accurately convert speech to text, identify the user's goal (intent), and pull specific details like account numbers (entities) for a seamless, hands-free experience.
Reference:
https://learn.microsoft.com/en-us/dynamics365/customer-service/implement/voice-channel-best-practices
93. Frage
Drag and Drop Question
A company integrates an external workforce management system with Dynamics 365 Customer Service.
Routing must be based on customer service representatives' (CSRs) schedules from the external system.
CSRs must NOT receive work when they are unavailable based on those schedules.
You need to configure the routing behavior.
Which actions should you perform? To answer, move the appropriate actions to the correct requirements. You may use each action once, more than once, or not at all. You may need to move the split bar between panes or scroll to view content.
NOTE: Each correct selection is worth one point.
Antwort:
Begründung:
Explanation:
Box 1: Enable shift-based routing
To base routing on external workforce management (WFM) schedules, you must configure shift- based routing and opt in each representative by setting the msdyn_generatecalendarfromshift column to True for the corresponding bookableresource entry.
Configuration Steps
Enable Workforce Management: Ensure Workforce Management for Customer Service is enabled or a non-Microsoft/WFM adapter is configured to import representative schedules into Dynamics 365.
Opt-in Representatives: Set the msdyn_generatecalendarfromshift column to True on the bookableresource record for every agent included in shift-based routing.
Configure Unified Routing: Set up workstreams, advanced queues, and custom assignment methods in the Customer Service Admin Center to respect the imported shift calendars.
Box 2: Configure shift activity types
You should set up shift activity types, but they are only one component of a complete solution. To ensure that Customer Service Representatives (CSRs) do not receive work when they are unavailable, you must configure shift-based routing alongside your external Workforce Management (WFM) integration.
Configure Shift Activity Types:Define specific non-work activities (such as Breaks, Lunch, and Training) within your shift templates. When these activities are active, the system recognizes that the agent is unavailable for routing.
Reference:
https://learn.microsoft.com/en-us/dynamics365/customer-service/administer/configure-routing-on-agent-calendar
https://learn.microsoft.com/en-us/dynamics365/release-plan/2025wave1/service/dynamics365-contact-center/create-manage-shift-plans-effective-staffing-service-coverage
94. Frage
A company synchronizes users from Microsoft Entra ID to the Dynamics 365 Contact Center environment.
Some users who have Microsoft Entra IDs cannot access Contact Center features.
You need to enable access for the users with the right permissions needed for Contact Center.
What should you do?
Antwort: B
Begründung:
The best action to address the problem is to add the user to a team that has a security role assigned.
In Microsoft Dynamics 365, managing security roles through team membership is the best- practice approach for scalability and administrative efficiency. Instead of manually managing individual user records-which is error-prone and time-consuming-assigning security roles to Microsoft Entra ID security teams (Group teams) allows users to automatically inherit the required Contact Center permissions as soon as they are synchronized and added to the corresponding Entra ID group.
Automated Provisioning: When users are added to the Microsoft Entra ID group, they automatically join the linked Dynamics 365 team and inherit its roles.
Low Administrative Overhead: You manage group memberships in one central location (Entra ID) rather than updating individual user profiles across multiple environments.
Security Compliance: It ensures consistent privilege assignment across entire departments or job functions.
Reference:
https://learn.microsoft.com/en-us/entra/identity/hybrid/connect/tshoot-connect-sync-errors
95. Frage
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