Telecom AI Impact Analysis

Work. Reinvented: What Your Data Tells You

To reinvent your workforce and embrace AI, these are the key steps to take—and here’s what your data reveals about your jobs and work:

See your jobs and work broken down into tasks to understand what is actually being done.
Identify where AI can drive value based on maturity, ROI, and applicability.
Determine the right AI solution for each task: out-of-the-box, configuration, or design and build.
Understand the workforce impact so you can plan and lead responsible transformation.

Click to see all roles:

Software Developer

Grade:: L2
Headcount:: 100
Band:: $80,000

Work Intelligence™

Your organization is now equipped with Work Intelligence™— a live layer of data that quantifies opportunity across roles, tasks, and teams

Metric	What It Tells You
AI Potential Index (AIPI)	47.05% of total work is ready for automation
Annual Salary Exposure	$8,000,000 across analyzed roles
Total Potential Savings	$3,764,160 unlocked by automating tasks
Operational Efficiency Index (OEI)	25.05% potential impact on overall operational efficiency
Velocity of Output (VOI)	24.65% increase in delivery speed
Capacity Increase from Task Consolidation (CITC)	9.55% efficiency gains from reducing task overlap and streamlining duplicated tasks
Time to Benefit Realization (TBR)	8.7 months until Benefits visible after initial deployment

Tasks

Design, develop, and deploy cloud-native software components to support telecom platform services.	30%	22.73%	$546K

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: please help me generate clean, secure code snippets and suggest optimizations for these cloud-native telecom service components.
Facilitator Agent (Teams)	Prompt: please capture meeting notes, action items, and decisions during cloud design and development discussions to keep the team aligned.
Copilot Writing Coach	Prompt: please enhance clarity and technical accuracy of my design documents and deployment emails to stakeholders.
Configured Workflow
GitHub Copilot Coding Agent	Generates code snippets and assists in refactoring to accelerate development of cloud-native components.
Azure AI Foundry	Supports integration and deployment orchestration by managing AI workflows connected to cloud services.
Facilitator Agent (Teams)	Captures meeting decisions and tracks action items related to design and deployment progress in real-time collaboration sessions.
Copilot Agent
Conversational Design Step	Guide users through defining component functionality, cloud environment specs, and deployment preferences via a step-by-step dialog.
Tools/Data Integration Step	Integrate GitHub Copilot Coding Agent for code generation and Azure DevOps pipelines for deployment orchestration.
AI Processing/Output Format Step	Use AI to generate, optimize, and validate code components, then automate deployment scripts and suggest performance tuning.

Skills

General
Human
Technology

Software Design
Software Development
Cloud-Native Application Development
Problem Solving
Collaboration
Communication Skills
Cloud Computing Platforms
Microservices Architecture
Containerization and Orchestration
CI/CD Pipelines

Implement and maintain CI/CD pipelines to automate testing and deployment of cloud platform software.	75%	9.09%	$545K

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: please assist in writing and troubleshooting pipeline scripts, including automated tests and deployment steps for cloud software.
Facilitator Agent (Teams)	Prompt: please summarize CI/CD pipeline status meetings and track action items to quickly address build or deployment failures.
Copilot Prompt Coach	Prompt: please help me refine prompts for troubleshooting CI/CD errors and optimizing automation workflows.
Configured Workflow
GitHub Copilot Coding Agent	Assists in writing optimized pipeline scripts and test automation code to ensure rapid and error-free delivery.
Azure AI Agent Service	Orchestrates pipeline workflows and automates multi-step deployment tasks across systems.
Facilitator Agent (Teams)	Monitors pipeline status updates and automatically summarizes issues or progress in team meetings.
Copilot Agent
Conversational Design Step	Interactively collect pipeline stages, testing frameworks, deployment targets, and error handling requirements from users.
Tools/Data Integration Step	Connect to Azure DevOps, Jenkins, or GitLab CI/CD systems along with repository and build artifact sources.
AI Processing/Output Format Step	Automatically generate, optimize, and monitor CI/CD pipeline configurations with AI-driven failure prediction and recovery suggestions.

Skills

General
Human
Technology

Pipeline Automation Design
Continuous Integration and Continuous Deployment (CI/CD) Best Practices
Version Control Management
Problem Solving
Collaboration
Communication
Scripting and Automation Languages
CI/CD Tools and Frameworks
Containerization and Orchestration
Cloud Platform Services
Testing Automation Frameworks

Develop infrastructure as code (IaC) scripts for provisioning and managing cloud resources.	60%	2.73%	$131K

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: please generate and validate IaC scripts to provision and configure cloud resources efficiently and securely.
Copilot Writing Coach	Prompt: please improve the clarity of IaC documentation and operational runbooks for team use.
Facilitator Agent (Teams)	Prompt: please capture and summarize discussions around infrastructure changes and IaC updates during team meetings.
Configured Workflow
GitHub Copilot Coding Agent	Generates and validates IaC scripts for cloud resource provisioning to reduce manual scripting effort.
Azure AI Foundry	Supports custom workflows to automate deployment and monitor infrastructure drift using AI capabilities.
Facilitator Agent (Teams)	Tracks IaC development progress and documents decisions in collaborative sessions automatically.
Copilot Agent
Conversational Design Step	Prompt users to specify desired cloud infrastructure components, configurations, and compliance requirements through natural language.
Tools/Data Integration Step	Leverage access to IaC platforms like Terraform, Azure Resource Manager, and AWS CloudFormation APIs for provisioning control.
AI Processing/Output Format Step	Generate, validate, and auto-correct IaC scripts, with automated drift detection and self-remediation recommendations.

Skills

General
Human
Technology

Infrastructure as Code (IaC) Proficiency
Cloud Architecture Understanding
Version Control
Attention to Detail
Problem Solving
Collaboration
IaC Tools and Frameworks
Cloud Platforms
Scripting and Programming Languages

Build and integrate APIs and service interfaces to enable platform interoperability within telecom systems.	40%	22.73%	$727K

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: please generate API interface code snippets and integration test scaffolds for telecom platform interoperability.
Copilot Writing Coach	Prompt: please help draft clear API documentation and integration guides tailored to internal and partner teams.
Facilitator Agent (Teams)	Prompt: please provide real-time notes and action items from cross-team API design and integration meetings.
Configured Workflow
GitHub Copilot Coding Agent	Assists in scaffolding API endpoints and generating integration test code to accelerate interoperability development.
Azure AI Agent Service	Automates API interface orchestration and cross-service workflow execution.
Facilitator Agent (Teams)	Summarizes team discussions and tracks action items to align API integration efforts across stakeholders.
Copilot Agent
Conversational Design Step	Guide users to specify API requirements, data formats, authentication methods, and integration endpoints via guided Q&A.
Tools/Data Integration Step	Integrate with API management platforms and interface specifications repositories, plus testing tools like Postman APIs.
AI Processing/Output Format Step	Generate API scaffoldings, suggest design improvements, and accelerate integration testing with automated AI validations.

Skills

General
Human
Technology

API Design and Development
Service-Oriented Architecture (SOA)
System Integration
Collaboration
Problem Solving
Communication
RESTful API and Web Services
Cloud Platforms
Microservices Architecture
API Management Tools

Perform code reviews and unit testing to ensure high-quality, secure, and maintainable software.	65%	9.09%	$473K

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: please suggest code improvements, generate test cases, and highlight potential security vulnerabilities during review.
Copilot Writing Coach	Prompt: please help me compose clear code review feedback and unit test documentation for team collaboration.
Facilitator Agent (Teams)	Prompt: please summarize code review meetings, capturing key decisions and follow-up tasks.
Configured Workflow
GitHub Copilot Coding Agent	Conducts automated static code analysis and proposes fixes for bugs and vulnerabilities.
Microsoft Security Copilot: Vulnerability Remediation Agent	Identifies and prioritizes security vulnerabilities and suggests remediation actions in code.
Facilitator Agent (Teams)	Captures code review feedback and testing outcomes during team meetings for follow-up actions.
Copilot Agent
Conversational Design Step	Solicit code scope, review depth, and security focus areas from the user through simple, structured prompts.
Tools/Data Integration Step	Access code repositories via GitHub Copilot Coding Agent and integrate with static analysis tools like SonarQube and security scanners.
AI Processing/Output Format Step	Automatically analyze code quality, generate security findings, auto-generate unit tests, and produce review summaries.

Skills

General
Human
Technology

Code Analysis and Review
Unit Testing Design and Execution
Secure Coding Practices
Attention to Detail
Effective Communication
Collaboration and Teamwork
Version Control Systems
Testing Frameworks
Cloud Platform Services

Monitor application performance and cloud resource usage, diagnosing and resolving operational issues.	70%	9.09%	$509K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please summarize operational review meetings and capture critical performance alerts and diagnostics discussions.
Copilot Researcher Agent	Prompt: please research best practices on diagnosing cloud performance issues using internal documents and external sources.
Copilot Writing Coach	Prompt: please draft clear incident reports and operational summaries based on performance and diagnostic data.
Configured Workflow
Microsoft Security Copilot: IT Operations Agent	Automates routine monitoring tasks and incident triage for application and cloud infrastructure health.
Azure AI Agent Service	Orchestrates diagnostic workflows and root cause analysis across metrics and logs.
Facilitator Agent (Teams)	Generates real-time insights and action items from operational review meetings to drive issue resolution.
Copilot Agent
Conversational Design Step	Engage users to specify monitoring scope, alert thresholds, and performance metrics of interest via conversational prompts.
Tools/Data Integration Step	Connect with telemetry platforms and log analytics tools such as Datadog, New Relic, and Splunk for real-time data ingestion.
AI Processing/Output Format Step	Apply AI anomaly detection and predictive analytics to diagnose issues, prioritize alerts, and recommend remediation.

Skills

General
Human
Technology

Performance Monitoring and Analysis
Incident Diagnosis and Troubleshooting
Cloud Architecture and Resource Management
Analytical Thinking
Communication Skills
Team Collaboration
Cloud Monitoring Tools
Logging and Alerting Systems
Cloud Platforms

Collaborate with cross-functional teams including product managers, network engineers, and security specialists to align cloud platform development with business goals.	25%	2.73%	$55K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please generate detailed meeting notes, action items, and decision logs from cross-functional collaboration sessions.
Copilot Prompt Coach	Prompt: please help me write effective prompts to gather and clarify requirements across teams during meetings.
Copilot Writing Coach	Prompt: please assist in drafting clear communications to share development updates and business alignment summaries.
Configured Workflow
Facilitator Agent (Teams)	Provides real-time meeting notes, summarizes discussions, and tracks action items across cross-functional meetings.
Copilot Analyst Agent	Analyzes project data to generate insights and reports for better alignment of development with business goals.
Community Agent (Viva Engage)	Boosts team communication by curating knowledge and answering questions within collaboration communities.
Copilot Agent
Conversational Design Step	Facilitate collection of meeting agendas, discussion points, and action items through natural language conversations during sessions.
Tools/Data Integration Step	Leverage Microsoft Teams AI meeting agents and documentation integration to capture and store collaborative content.
AI Processing/Output Format Step	Generate real-time meeting summaries, extract key decisions, and create aligned task lists for team follow-up.

Skills

General
Human
Technology

Requirements Analysis
Systems Integration
Project Management
Communication
Collaboration
Conflict Resolution
Cloud Computing Platforms
Networking Fundamentals
Security Principles

Participate in architectural design decisions to define scalable and resilient cloud infrastructure for telecom services.	20%	0.91%	$15K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please summarize best practices and design patterns for scalable cloud architecture from industry and organizational sources.
Facilitator Agent (Teams)	Prompt: please capture key points and action items during architectural design sessions to facilitate team alignment.
Copilot Writing Coach	Prompt: please help draft comprehensive design decision documents for scalability and resilience.
Configured Workflow
Copilot Researcher Agent	Conducts research and summarizes best practices and policies for scalable cloud architecture.
Copilot Idea Coach	Facilitates brainstorming and refines design concepts to support architectural decision making.
Copilot Analyst Agent	Generates scenario analysis and impact reports to inform resilient infrastructure designs.
Copilot Agent
Conversational Design Step	Guide users through describing architectural goals, constraints, and use-case scenarios to clarify design intents.
Tools/Data Integration Step	Integrate design simulation and validation tools to allow scenario testing and best practice assessment input.
AI Processing/Output Format Step	Provide AI-driven architecture scoring, risk predictions, and improvement recommendations to support decision making.

Skills

General
Human
Technology

Cloud Architecture Design
Systems Design
Scalability Planning
Collaboration
Problem Solving
Communication
Cloud Computing Platforms
Containerization and Orchestration
Networking and Security

Advise on adoption of emerging cloud computing technologies and telecom platform trends to drive innovation.	15%	0.91%	$11K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please research recent trends and emerging technologies in cloud computing and telecom platforms with citations.
Copilot Idea Coach	Prompt: please facilitate structured brainstorming to generate and evaluate innovative technology adoption ideas.
Copilot Writing Coach	Prompt: please draft concise innovation briefs and technology recommendation summaries for leadership review.
Configured Workflow
Copilot Researcher Agent	Aggregates and summarizes emerging technology trends and research reports with citations.
Copilot Idea Coach	Generates and clusters innovation ideas based on market insights and organizational context.
Copilot Analyst Agent	Analyzes internal and external data to identify patterns supporting strategic adoption decisions.
Copilot Agent
Conversational Design Step	Interactively gather interest areas, technology domains, and innovation priorities from the user.
Tools/Data Integration Step	Connect to market intelligence platforms and internal knowledge bases for real-time trend aggregation and analysis.
AI Processing/Output Format Step	Summarize emerging tech insights with citations and generate forward-looking opportunity briefs for expert review.

Skills

General
Human
Technology

Cloud Architecture Design
Telecom Industry Knowledge
Technology Trend Analysis
Communication Skills
Strategic Thinking
Collaboration
Cloud Computing Platforms
Platform Integration Frameworks
DevOps and Automation Tools

Lead efforts in troubleshooting complex distributed system issues impacting telecom cloud platforms.	50%	2.73%	$109K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please generate real-time notes and track troubleshooting steps during incident and problem management meetings.
Copilot Researcher Agent	Prompt: please compile relevant logs, past incident reports, and potential remediation approaches for complex distributed system faults.
Copilot Writing Coach	Prompt: please draft clear incident analysis and resolution reports based on diagnostics and team inputs.
Configured Workflow
Microsoft Security Copilot: IT Operations Agent	Automates collection and triage of alerts and logs for quick identification of operational issues.
Azure AI Agent Service	Coordinates multi-step diagnostic workflows and anomaly detection for distributed systems.
Facilitator Agent (Teams)	Summarizes troubleshooting sessions and action items to facilitate team resolution efforts.
Copilot Agent
Conversational Design Step	Collect incident details, symptom descriptions, and preliminary diagnostics through targeted questioning.
Tools/Data Integration Step	Access monitoring and logging platforms like PagerDuty and Splunk ITSI, along with alerting data feeds.
AI Processing/Output Format Step	Perform AI-driven log correlation, anomaly detection, and suggest potential root causes with prioritized action steps.

Skills

General
Human
Technology

Distributed Systems Analysis
Problem-Solving
Incident Management
Communication Skills
Collaboration
Stress Management
Cloud Computing Platforms
Monitoring and Logging Tools
Networking Concepts and Protocols
Distributed Databases and Storage Systems
Scripting and Automation

Ensure compliance with telecom industry regulations, security standards, and organizational policies in cloud platform deployments.	45%	2.73%	$98K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please summarize relevant regulations, standards, and policies applicable to telecom cloud deployments from internal and external sources.
Copilot Writing Coach	Prompt: please help draft compliance checklists and policy update summaries to share with the platform team.
Facilitator Agent (Teams)	Prompt: please document compliance review meeting notes and track corrective action items.
Configured Workflow
Microsoft Security Copilot: Alert Triage Agent	Prioritizes and summarizes compliance breaches and security alerts for focused remediation.
Microsoft Security Copilot: Conditional Access Optimization Agent	Analyzes and recommends improvements to access policies to enhance security compliance.
Copilot Analyst Agent	Generates compliance reports and narratives to support audit and governance processes.
Copilot Agent
Conversational Design Step	Guide users to specify relevant regulatory frameworks, compliance scope, and deployment context.
Tools/Data Integration Step	Integrate with compliance monitoring tools and security policy systems to access configurations and audit data.
AI Processing/Output Format Step	Automate compliance checks, flag policy violations, and generate regulatory adherence reports with actionable recommendations.

Skills

General
Human
Technology

Regulatory Compliance Knowledge
Security Standards Implementation
Risk Assessment and Management
Attention to Detail
Collaboration
Cloud Architecture
Identity and Access Management (IAM)
Security Information and Event Management (SIEM)
Configuration Management

Manage and optimize cloud platform cost by monitoring usage patterns and adjusting resource allocation accordingly.	60%	0.00%	$0

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please analyze usage data and summarize cost-saving opportunities and optimization recommendations.
Facilitator Agent (Teams)	Prompt: please capture discussion points and decisions from cost management and optimization meetings.
Copilot Writing Coach	Prompt: please draft cost management reports and executive summaries for budget stakeholders.
Configured Workflow
Copilot Analyst Agent	Analyzes usage data and generates cost optimization insights and forecasts.
Azure AI Agent Service	Automates resource scaling and rightsizing decisions based on usage patterns.
Facilitator Agent (Teams)	Summarizes cost management meetings and tracks budgeting action items across teams.
Copilot Agent
Conversational Design Step	Collect user objectives around cost thresholds, scaling preferences, and resource prioritization through dialogue.
Tools/Data Integration Step	Connect to cloud cost management platforms to retrieve usage data and billing analytics dashboards.
AI Processing/Output Format Step	Apply AI to forecast costs, identify anomalies, recommend rightsizing, and automate resource scaling actions.

Skills

General
Human
Technology

Cloud Cost Management
Resource Monitoring and Analysis
Performance Optimization
Problem Solving
Attention to Detail
Collaboration
Cloud Platform Monitoring Tools
Cloud Infrastructure Technologies
Automation and Scripting

Mentor junior and mid-level engineers to enhance their technical skills in cloud and platform engineering best practices.	20%	0.00%	$0

Take Action

Out-of-the-Box
Copilot Learning Coach	Prompt: please recommend personalized learning paths and resources aligned with menteesâ€™ development goals and current skill levels.
GitHub Copilot Coding Agent	Prompt: please generate example code snippets and review assistance to help mentees improve coding practices.
Copilot Writing Coach	Prompt: please help draft constructive feedback and coaching notes to guide mentees.
Configured Workflow
Copilot Learning Coach	Recommends personalized learning paths and content tailored to engineer skill levels.
GitHub Copilot Coding Agent	Provides in-context code suggestions and explanations to support skill development during coding tasks.
Facilitator Agent (Teams)	Captures coaching session outcomes and tracks learning progress within team collaboration.
Copilot Agent
Conversational Design Step	Engage learners to assess skill gaps, learning goals, and feedback on mentoring sessions via conversational check-ins.
Tools/Data Integration Step	Integrate GitHub Copilot for code suggestions and learning platforms to track progress and content delivery.
AI Processing/Output Format Step	Personalize learning paths, provide contextual code review feedback, and generate skill development summaries.

Skills

General
Human
Technology

Cloud Engineering Principles
Platform Engineering Practices
Software Development Life Cycle (SDLC)
Technical Communication
Coaching and Mentoring
Empathy and Patience
Cloud Platforms
Containerization and Orchestration
Infrastructure as Code (IaC)

Document architectural decisions, system designs, and operational procedures to support telecom platform maintainability and knowledge sharing.	55%	9.09%	$400K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: please draft and improve the clarity, tone, and structure of architectural and operational documentation.
Facilitator Agent (Teams)	Prompt: please record meeting notes and capture decisions related to system designs and procedures for documentation input.
Knowledge Agent (SharePoint)	Prompt: please organize and enrich platform knowledge content to improve discoverability and accuracy for the team.
Configured Workflow
Copilot Writing Coach	Improves clarity and structure of technical documentation and decision records.
Knowledge Agent (SharePoint)	Organizes, enriches, and maintains documentation repositories for easy retrieval and AI-readiness.
Facilitator Agent (Teams)	Automatically captures key discussion points and decisions during design meetings for documentation.
Copilot Agent
Conversational Design Step	Prompt users to input design elements, decisions made, and procedural steps in plain language with structured follow-ups.
Tools/Data Integration Step	Access source code, architecture diagrams, and existing documentation repositories like Confluence or SharePoint.
AI Processing/Output Format Step	Generate polished, summarized documentation, update design rationale automatically, and maintain consistent versioning.

Skills

General
Human
Technology

Technical Writing
System Architecture Knowledge
Knowledge Management
Attention to Detail
Communication Skills
Collaboration
Cloud Computing Concepts
Platform Engineering
Version Control Systems

Engage with stakeholders to gather feedback on cloud platform features and align development priorities with telecom business needs.	25%	2.73%	$55K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please summarize stakeholder feedback sessions and capture key alignment points and action items.
Copilot Researcher Agent	Prompt: please aggregate and analyze feedback data and sentiment around cloud platform features.
Copilot Writing Coach	Prompt: please draft concise feedback reports and prioritization summaries for the product team.
Configured Workflow
Facilitator Agent (Teams)	Summarizes stakeholder meetings capturing feedback and action items in real time.
Copilot Analyst Agent	Aggregates and analyzes feedback data to identify trends and priorities for feature development.
Community Agent (Viva Engage)	Enables ongoing engagement and Q&A in stakeholder communities to capture continuous insights.
Copilot Agent
Conversational Design Step	Facilitate conversational surveys or interviews to capture stakeholder opinions, critical feedback, and priority areas.
Tools/Data Integration Step	Integrate meeting transcription, sentiment analysis tools, and Power BI for trend and feedback visualization.
AI Processing/Output Format Step	Aggregate, analyze, and summarize stakeholder feedback with sentiment insights to inform development roadmaps.

Skills

General
Human
Technology

Requirements Analysis
Product Management Fundamentals
Cloud Platform Architecture Knowledge
Effective Communication
Active Listening
Negotiation and Influence
Cloud Computing Platforms
Agile Development Methodologies
Collaboration and Communication Tools

Develop disaster recovery and backup strategies ensuring high availability of telecom cloud platforms.	40%	0.91%	$29K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please research best practices and regulatory requirements for disaster recovery and backup in telecom cloud environments.
Facilitator Agent (Teams)	Prompt: please capture meeting discussions and decisions related to disaster recovery planning and risk assessment.
Copilot Writing Coach	Prompt: please draft clear and comprehensive disaster recovery procedure documentation for operational teams.
Configured Workflow
Copilot Researcher Agent	Performs research on best practices and regulatory requirements for disaster recovery planning.
Copilot Analyst Agent	Analyzes risk scenarios and simulates recovery outcomes based on historical and real-time data.
Facilitator Agent (Teams)	Documents strategy sessions and action plans, enabling clear communication across teams.
Copilot Agent
Conversational Design Step	Guide users to specify recovery objectives, critical systems, and backup frequency preferences interactively.
Tools/Data Integration Step	Access backup orchestration tools, cloud site recovery services, and historical incident reports.
AI Processing/Output Format Step	Generate tailored backup policies, simulate recovery scenarios, and recommend risk mitigation strategies.

Skills

General
Human
Technology

Disaster Recovery Planning
High Availability Architecture
Risk Assessment and Management
Collaboration
Problem-Solving
Communication
Cloud Infrastructure Management
Backup Technologies
Automation and Orchestration
Infrastructure as Code (IaC)
Monitoring and Alerting Systems

Drive continuous improvement initiatives focused on automation, testing coverage, and deployment speed within the platform engineering team.	50%	0.91%	$36K

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: please generate automated test scripts and suggest code improvements to increase testing coverage and deployment speed.
Facilitator Agent (Teams)	Prompt: please summarize team retrospectives and improvement planning meetings capturing bottlenecks and solutions discussed.
Copilot Idea Coach	Prompt: please facilitate idea generation to identify automation opportunities and optimize deployment processes.
Configured Workflow
GitHub Copilot Coding Agent	Supports automated test generation and scripting to increase testing coverage and speed.
Copilot Analyst Agent	Identifies pipeline bottlenecks and optimization opportunities through data analysis.
Facilitator Agent (Teams)	Tracks continuous improvement feedback and action items during team retrospectives.
Copilot Agent
Conversational Design Step	Collect inputs on pain points, automation targets, and performance metrics through guided discovery sessions.
Tools/Data Integration Step	Integrate with CI/CD tools, static analysis platforms, and test automation frameworks for data gathering.
AI Processing/Output Format Step	Analyze bottlenecks, recommend automation scripts, generate test cases, and provide actionable optimization plans.

Skills

General
Human
Technology

DevOps Practices
Continuous Integration and Continuous Deployment (CI/CD)
Test Automation
Problem Solving
Collaboration
Agile Methodologies
Cloud Platforms
Infrastructure as Code (IaC)
Scripting and Programming Languages
Testing Frameworks and Tools
Monitoring and Logging Tools

Set technical vision and long-term cloud platform strategies in alignment with organizational goals and emerging telecom technologies.	10%	0.00%	$0

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please synthesize trends and scenario analyses in telecom cloud technologies to inform strategic planning.
Copilot Writing Coach	Prompt: please help draft clear vision statements and strategic roadmaps articulating technical direction.
Facilitator Agent (Teams)	Prompt: please capture leadership strategy sessions and follow-up action items.
Configured Workflow
Copilot Researcher Agent	Synthesizes market research and emerging technology insights to inform strategic planning.
Copilot Analyst Agent	Analyzes organizational data and scenario models to support vision setting and prioritization.
Copilot Idea Coach	Facilitates ideation sessions shaping long-term strategic concepts and innovation pipelines.
Copilot Agent
Conversational Design Step	Facilitate strategic visioning conversations capturing goals, market forces, and emerging technology interests.
Tools/Data Integration Step	Leverage AI-powered scenario planning and trend prediction platforms integrated with organizational data.
AI Processing/Output Format Step	Produce scenario analyses, risk assessments, and forecast summaries to support leadership decision making.

Skills

General
Human
Technology

Strategic Planning
Cloud Architecture Design
Telecom Technology Acumen
Leadership
Effective Communication
Collaboration
Cloud Computing Platforms
Platform Engineering Frameworks
Emerging Telecom Technologies

Coordinate multi-disciplinary teams across global locations to deliver integrated cloud and platform solutions for telecom products.	25%	0.00%	$0

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: please create and update project plans with tasks, dependencies, and deadlines to coordinate global team activities.
Facilitator Agent (Teams)	Prompt: please provide real-time meeting notes and follow-ups to support cross-location communication and collaboration.
Copilot Writing Coach	Prompt: please draft clear status updates and communication for distributed teams and stakeholders.
Configured Workflow
Project Manager Agent (Planner)	Creates and updates structured project plans and task assignments based on goals and progress.
Facilitator Agent (Teams)	Automates meeting notes, follow-ups, and communication across multidisciplinary teams.
Community Agent (Viva Engage)	Enhances community engagement and knowledge sharing among dispersed team members.
Copilot Agent
Conversational Design Step	Collect team availability, deliverable status, and dependency information using interactive scheduling prompts.
Tools/Data Integration Step	Integrate project management tools with AI features like Microsoft Project, Jira, and collaboration platforms.
AI Processing/Output Format Step	Automate project plans, track dependencies, detect schedule risks, and generate status reports with priority actions.

Skills

General
Human
Technology

Project Management
Systems Integration Knowledge
Cross-Cultural Collaboration
Communication
Leadership
Collaboration
Cloud Computing Platforms
DevOps Methodologies
Telecom Network Fundamentals

Promote a culture of security-first development and operational awareness throughout the platform engineering lifecycle.	35%	0.91%	$25K

Take Action

Out-of-the-Box
Copilot Learning Coach	Prompt: please recommend tailored security awareness training and resources for platform engineering team members.
GitHub Copilot Coding Agent	Prompt: please suggest secure coding improvements and identify common security issues during development.
Facilitator Agent (Teams)	Prompt: please document security training outcomes and discussion points in team meetings to reinforce awareness.
Configured Workflow
Microsoft Security Copilot: Vulnerability Remediation Agent	Provides ongoing vulnerability detection and prioritized remediation recommendations to the development team.
Copilot Learning Coach	Delivers personalized security training and awareness content to platform engineers.
Facilitator Agent (Teams)	Captures security incidents and lessons learned to promote continuous security awareness.
Copilot Agent
Conversational Design Step	Engage users to identify security training needs and incident awareness gaps through guided conversation.
Tools/Data Integration Step	Connect to security training platforms and vulnerability scanning tools to monitor and update security postures.
AI Processing/Output Format Step	Deliver personalized security learning recommendations, automate vulnerability detection alerts, and suggest mitigation steps.

Skills

General
Human
Technology

Secure Software Development Practices
Risk Assessment and Mitigation
DevSecOps Methodologies
Leadership
Communication
Collaboration
Cloud Security Architecture
Security Monitoring and Incident Response
Infrastructure as Code (IaC)

Skills

General

Software Design
Software Development
Cloud-Native Application Development
Pipeline Automation Design
Continuous Integration and Continuous Deployment (CI/CD) Best Practices
Version Control Management
Infrastructure as Code (IaC) Proficiency
Cloud Architecture Understanding
Version Control
API Design and Development
Service-Oriented Architecture (SOA)
System Integration
Code Analysis and Review
Unit Testing Design and Execution
Secure Coding Practices
Performance Monitoring and Analysis
Incident Diagnosis and Troubleshooting
Cloud Architecture and Resource Management
Requirements Analysis
Systems Integration
Project Management
Cloud Architecture Design
Systems Design
Scalability Planning
Telecom Industry Knowledge
Technology Trend Analysis
Distributed Systems Analysis
Problem-Solving
Incident Management
Regulatory Compliance Knowledge
Security Standards Implementation
Risk Assessment and Management
Cloud Cost Management
Resource Monitoring and Analysis
Performance Optimization
Cloud Engineering Principles
Platform Engineering Practices
Software Development Life Cycle (SDLC)
Technical Writing
System Architecture Knowledge
Knowledge Management
Product Management Fundamentals
Cloud Platform Architecture Knowledge
Disaster Recovery Planning
High Availability Architecture
DevOps Practices
Continuous Integration and Continuous Deployment (CI/CD)
Test Automation
Strategic Planning
Telecom Technology Acumen
Systems Integration Knowledge
Cross-Cultural Collaboration
Secure Software Development Practices
Risk Assessment and Mitigation
DevSecOps Methodologies

Human

Problem Solving
Collaboration
Communication Skills
Communication
Attention to Detail
Effective Communication
Collaboration and Teamwork
Analytical Thinking
Team Collaboration
Conflict Resolution
Strategic Thinking
Stress Management
Technical Communication
Coaching and Mentoring
Empathy and Patience
Active Listening
Negotiation and Influence
Agile Methodologies
Leadership

Technology

Cloud Computing Platforms
Microservices Architecture
Containerization and Orchestration
CI/CD Pipelines
Scripting and Automation Languages
CI/CD Tools and Frameworks
Cloud Platform Services
Testing Automation Frameworks
IaC Tools and Frameworks
Cloud Platforms
Scripting and Programming Languages
RESTful API and Web Services
API Management Tools
Version Control Systems
Testing Frameworks
Cloud Monitoring Tools
Logging and Alerting Systems
Networking Fundamentals
Security Principles
Networking and Security
Platform Integration Frameworks
DevOps and Automation Tools
Monitoring and Logging Tools
Networking Concepts and Protocols
Distributed Databases and Storage Systems
Scripting and Automation
Cloud Architecture
Identity and Access Management (IAM)
Security Information and Event Management (SIEM)
Configuration Management
Cloud Platform Monitoring Tools
Cloud Infrastructure Technologies
Automation and Scripting
Infrastructure as Code (IaC)
Cloud Computing Concepts
Platform Engineering
Agile Development Methodologies
Collaboration and Communication Tools
Cloud Infrastructure Management
Backup Technologies
Automation and Orchestration
Monitoring and Alerting Systems
Testing Frameworks and Tools
Platform Engineering Frameworks
Emerging Telecom Technologies
DevOps Methodologies
Telecom Network Fundamentals
Cloud Security Architecture
Security Monitoring and Incident Response

Technical Support Associate

Grade:: L2
Headcount:: 100
Band:: $55,000

Work Intelligence™

Your organization is now equipped with Work Intelligence™— a live layer of data that quantifies opportunity across roles, tasks, and teams

Metric	What It Tells You
AI Potential Index (AIPI)	56.97% of total work is ready for automation
Annual Salary Exposure	$5,500,000 across analyzed roles
Total Potential Savings	$3,133,515 unlocked by automating tasks
Operational Efficiency Index (OEI)	37.22% potential impact on overall operational efficiency
Velocity of Output (VOI)	22.50% increase in delivery speed
Capacity Increase from Task Consolidation (CITC)	8.05% efficiency gains from reducing task overlap and streamlining duplicated tasks
Time to Benefit Realization (TBR)	7.0 months until Benefits visible after initial deployment

Tasks

Respond promptly to Tier 1 and Tier 2 customer technical inquiries to resolve product and service issues.	65%	20.66%	$739K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: please draft clear and empathetic responses to customer technical inquiries with suggested troubleshooting steps.
Viva Topics Copilot	Prompt: help me find relevant knowledge articles and expert contacts related to this technical issue for accurate resolution.
Community Agent (Viva Engage)	Prompt: summarize similar customer issues and solutions from the support community to guide my response.
Configured Workflow
Copilot Studio Custom Agents	Deploy conversational AI agents to perform initial diagnosis and provide scripted resolutions for common technical issues.
Viva Topics Copilot	Automatically surface relevant knowledge base articles and troubleshooting guides to assist resolution within the chat.
Facilitator Agent (Teams)	Generate meeting summaries and action items during real-time escalations or complex case discussions.
Copilot Agent
Conversational Design Step	Design an interactive chatbot dialog that captures the customerâ€™s issue details, clarifies symptoms, and suggests standard troubleshooting steps or solutions.
Tools/Data Integration Step	Integrate with ticketing system APIs and internal telecom knowledge bases via Copilot Studio to pull relevant resolution scripts and update cases.
AI Processing/Output Format Step	Use NLP to analyze customer input, match issue patterns with solution recommendations, and auto-generate draft responses for agent review and dispatch.

Skills

General
Human
Technology

Technical Troubleshooting
Product Knowledge
Service Assurance Processes
Active Listening
Clear Communication
Empathy
Incident Management Systems
Knowledge Base and Documentation Tools
Telecommunications Network Fundamentals

Document and log all customer interactions and troubleshooting steps in the CRM or ticketing system.	80%	8.26%	$363K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: please summarize and structure this customer interaction and troubleshooting steps into a professional CRM ticket entry.
Knowledge Agent (SharePoint)	Prompt: help organize and maintain accurate and up-to-date records of customer issues in the knowledge base.
Facilitator Agent (Teams)	Prompt: generate meeting notes and follow-up tasks based on support calls to ensure logging completeness.
Configured Workflow
Copilot Analyst Agent	Ingests conversation transcripts and summarizes key interaction points and troubleshooting steps.
Copilot Writing Coach	Enhances clarity and structure of interaction summaries for consistent and professional logging.
Copilot Studio Custom Agents	Automates updating CRM or ticketing records with generated summaries and metadata.
Copilot Agent
Conversational Design Step	Prompt the agent to confirm and summarize key details from the conversation before auto-logging to ensure completeness and accuracy.
Tools/Data Integration Step	Connect to CRM/ticketing system APIs with access to call transcripts and troubleshooting logs via Microsoft Fabric or SharePoint knowledge content.
AI Processing/Output Format Step	Apply summarization AI to convert conversation transcripts into structured summaries and automatically update relevant CRM ticket entries.

Skills

General
Human
Technology

Technical Writing
Attention to Detail
Understanding of Troubleshooting Processes
Communication Skills
Time Management
CRM and Ticketing System Navigation
Basic Troubleshooting Tools Knowledge

Diagnose hardware and software issues related to telecom products and services using standard tools and guidelines.	50%	8.26%	$227K

Take Action

Out-of-the-Box
Viva Topics Copilot	Prompt: retrieve and explain diagnostic guidelines and known error solutions relevant to the telecom hardware/software issue.
Copilot Researcher Agent	Prompt: research and summarize recent updates and best practices for diagnosing this telecom device problem.
Copilot Writing Coach	Prompt: generate structured diagnostic checklists and recommended next steps for handling this software/hardware fault.
Configured Workflow
Copilot Analyst Agent	Analyzes structured logs and unstructured error reports to identify probable root causes.
Azure AI Search	Retrieves relevant documented troubleshooting procedures and diagnostics best practices from enterprise knowledge bases.
Copilot Studio Custom Agents	Recommends corrective actions by guiding users through standardized diagnostic workflows.
Copilot Agent
Conversational Design Step	Guide the support agent through a stepwise question flow to capture error logs, symptoms, and environment details for diagnosis.
Tools/Data Integration Step	Integrate with log management systems, monitoring tools, and diagnostic script repositories via Copilot Studio connectors.
AI Processing/Output Format Step	Leverage AI models to analyze logs and error codes, identify probable root causes, and produce prioritized corrective action recommendations.

Skills

General
Human
Technology

Technical Troubleshooting
Telecommunications Product Knowledge
Use of Diagnostic Tools and Software
Attention to Detail
Problem-Solving
Effective Communication
Operating Systems Knowledge
Networking Fundamentals
Remote Diagnostic Tools

Escalate unresolved or complex technical issues to Tier 3 support or specialized teams following established escalation procedures.	45%	2.48%	$61K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: draft clear and concise escalation notes summarizing issue details and attempted resolutions for Tier 3 support.
Facilitator Agent (Teams)	Prompt: extract key action items and assign escalation tasks during team calls involving complex cases.
Viva Topics Copilot	Prompt: provide quick access to escalation policies and contact points to ensure proper routing of critical issues.
Configured Workflow
Copilot Analyst Agent	Automatically categorizes and flags tickets based on complexity and resolution status.
Copilot Studio Custom Agents	Triggers escalation workflows by routing identified issues to appropriate Tier 3 or specialized teams.
Facilitator Agent (Teams)	Facilitates handoff meetings and notes between support tiers to ensure smooth issue transition.
Copilot Agent
Conversational Design Step	Prompt the agent to identify unresolved issues based on diagnostic outcomes and clarify escalation urgency and details with the user.
Tools/Data Integration Step	Access ticketing system escalation workflows and team directories to route cases appropriately using Copilot Studio automation.
AI Processing/Output Format Step	Use AI classification to detect complex case attributes and auto-trigger escalation tickets with detailed contextual summaries for Tier 3 teams.

Skills

General
Human
Technology

Issue Diagnosis and Analysis
Knowledge of Escalation Procedures
Documentation and Reporting
Effective Communication
Collaboration
Attention to Detail
Ticketing and Case Management Systems
Telecom Network Fundamentals
Remote Diagnostic Tools

Guide customers through step-by-step troubleshooting processes to restore services or resolve product faults.	60%	8.26%	$273K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: create easy-to-follow step-by-step troubleshooting instructions suitable for customer communication.
Viva Topics Copilot	Prompt: retrieve and customize relevant troubleshooting guides based on the specific product fault.
Community Agent (Viva Engage)	Prompt: gather common resolutions and tips shared in the support community that match the current customer issue.
Configured Workflow
Copilot Studio Custom Agents	Engages customers with interactive conversational bots that provide tailored troubleshooting instructions.
Viva Topics Copilot	Supplies up-to-date contextual knowledge and FAQs to enrich guidance.
Facilitator Agent (Teams)	Generates real-time session notes and escalation triggers during troubleshooting interactions.
Copilot Agent
Conversational Design Step	Create an interactive dialogue that breaks down troubleshooting into clear, easy-to-follow instructions with progress checks and adaptive guidance.
Tools/Data Integration Step	Connect to troubleshooting knowledge bases and device management APIs to verify command applicability and status in real-time.
AI Processing/Output Format Step	Generate customized troubleshooting flows using AI to adapt instructions based on customer feedback, device state, and previous steps.

Skills

General
Human
Technology

Problem Solving
Product Knowledge
Technical Troubleshooting
Communication Skills
Patience and Empathy
Active Listening
Knowledge of Telecom Network Systems
CRM Software Proficiency
Diagnostic Tools Usage

Maintain up-to-date knowledge of telecom products, services, and technologies to support accurate issue diagnosis.	30%	2.48%	$41K

Take Action

Out-of-the-Box
Viva Learning Copilot	Prompt: recommend and summarize latest learning modules and courses on telecom products relevant to my role.
Copilot Researcher Agent	Prompt: perform research on recent telecom industry updates and product changes to keep my knowledge current.
Viva Topics Copilot	Prompt: surface updated topic cards and documentation related to new technologies and service changes.
Configured Workflow
Viva Learning Copilot	Curates and recommends personalized learning paths and relevant training content based on role needs.
Copilot Researcher Agent	Summarizes new product releases, updates, and best practices from internal and external sources.
Knowledge Agent (SharePoint)	Ensures telecom knowledge bases are continuously enriched and discoverable for support staff.
Copilot Agent
Conversational Design Step	Prompt users periodically or on demand to request summaries or updates on new product information and training recommendations.
Tools/Data Integration Step	Integrate with knowledge management systems and learning platforms to pull latest documentation and course materials.
AI Processing/Output Format Step	Use summarization and recommendation AI to curate relevant updates and personalized learning paths for each agent.

Skills

General
Human
Technology

Telecommunications Knowledge
Continuous Learning
Technical Troubleshooting
Attention to Detail
Effective Communication
Product Information Management Systems
Knowledge Management Tools
Telecom Network Diagnostic Tools

Collaborate with cross-functional teams such as network operations, engineering, and product management to resolve customer incidents.	25%	2.48%	$34K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: capture meeting notes, assign tasks, and summarize decisions during cross-functional calls for incident resolution.
Community Agent (Viva Engage)	Prompt: suggest relevant internal discussions and past incident cases to share with involved teams for faster problem-solving.
Project Manager Agent (Planner)	Prompt: create and update collaborative plans and timelines to track multi-team progress on incident resolution.
Configured Workflow
Microsoft Teams with AI (Facilitator Agent)	Automates note-taking, action-item tracking, and meeting facilitation during cross-team incident discussions.
Copilot Analyst Agent	Analyzes shared incident data to provide insights and identify inter-team dependencies.
Copilot Studio Custom Agents	Coordinates and automates workflow triggers to streamline communication across teams.
Copilot Agent
Conversational Design Step	Facilitate structured dialogue prompts to collect incident context and collaboration needs before automatically notifying relevant teams.
Tools/Data Integration Step	Connect to collaboration platforms and ticketing systems to share updates and track incident status across teams.
AI Processing/Output Format Step	Leverage AI to generate cross-team incident summaries and recommend next actions, improving communication flow and resolution speed.

Skills

General
Human
Technology

Technical Troubleshooting
Incident Management
Cross-functional Collaboration
Effective Communication
Teamwork
Problem-solving
Network Systems Knowledge
Ticketing and Collaboration Tools
Product Lifecycle Awareness

Perform root cause analysis on recurring or major incidents to propose corrective and preventative actions.	55%	0.83%	$25K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze incident data and generate investigative reports highlighting trends and potential root causes.
Copilot Researcher Agent	Prompt: research best practices and explanations on root cause analysis relevant to the identified incidents.
Copilot Writing Coach	Prompt: draft clear root cause analysis summaries with recommended corrective actions for stakeholder review.
Configured Workflow
Copilot Analyst Agent	Processes logs and incident histories to identify patterns and likely root causes.
Azure AI Search	Retrieves documented fixes, past incident reports, and analogous cases to assist analysis.
Copilot Writing Coach	Helps articulate clear and actionable root cause analysis reports and recommendations.
Copilot Agent
Conversational Design Step	Guide analysts through input of incident metadata and symptoms to support pattern identification and causality exploration.
Tools/Data Integration Step	Integrate with incident databases and monitoring tools to aggregate historical data and logs for analysis.
AI Processing/Output Format Step	Use anomaly detection and clustering AI models to identify root causes and produce detailed reports recommending preventive measures.

Skills

General
Human
Technology

Root Cause Analysis
Incident Management
Problem Solving
Attention to Detail
Effective Communication
Collaboration
Network and Telecom Systems Knowledge
Incident and Ticketing Systems
Diagnostic Tools and Monitoring Platforms

Test and validate fixes or workarounds in a controlled environment before applying them for customer resolution.	40%	2.48%	$55K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: summarize testing protocols and generate validation checklists for the proposed fixes or workarounds.
Copilot Writing Coach	Prompt: create structured test case documentation and validation reports for review before deployment.
Facilitator Agent (Teams)	Prompt: organize testing team meetings, capturing test results and next steps in the shared workspaces.
Configured Workflow
Copilot Studio Custom Agents	Automates test scenario orchestration guided by user input and test case templates.
Copilot Analyst Agent	Analyzes test results to validate fix effectiveness and identify failures.
Copilot Writing Coach	Produces clear validation documentation and test summaries for stakeholder review.
Copilot Agent
Conversational Design Step	Prompt users to define test scope, expected outcomes, and environment parameters before starting validation runs.
Tools/Data Integration Step	Connect to testing automation frameworks and device simulators or virtual labs for controlled experiment execution.
AI Processing/Output Format Step	Use AI to generate test cases based on incident data, validate fix effectiveness, and summarize pass/fail outcomes for review.

Skills

General
Human
Technology

Problem-Solving
Testing and Validation Methodologies
Knowledge of Telecom Products and Services
Attention to Detail
Communication Skills
Collaboration
Use of Test Environments and Simulation Tools
Issue Tracking and Ticketing Systems
Basic Scripting or Diagnostic Tools

Train and mentor junior Tier 1 support staff on common technical issues and customer handling techniques.	20%	0.83%	$9K

Take Action

Out-of-the-Box
Copilot Learning Coach	Prompt: build personalized learning paths and coaching content based on junior staff skill gaps and support scenarios.
Viva Engage Copilot	Prompt: draft supportive and instructional posts in the team community to share tips and best practices.
Copilot Writing Coach	Prompt: generate training materials and feedback templates tailored to improve customer handling skills.
Configured Workflow
Copilot Learning Coach	Recommends personalized learning content and tracks progress for junior staff upskilling.
Community Agent (Viva Engage)	Facilitates a community forum to share best practices, answer questions, and encourage knowledge sharing.
Copilot Writing Coach	Assists mentors in creating clear and engaging coaching materials and guidance documents.
Copilot Agent
Conversational Design Step	Design coaching dialogs that solicit training needs and provide scenario-based learning content with interactive feedback.
Tools/Data Integration Step	Integrate with recorded support interactions, performance data, and learning management systems to personalize training.
AI Processing/Output Format Step	Apply AI to analyze support calls, identify gaps, and generate tailored training exercises and performance improvement suggestions.

Skills

General
Human
Technology

Technical Troubleshooting
Training & Coaching Techniques
Customer Service Knowledge
Communication
Empathy
Leadership
Telecommunication Systems Knowledge
Customer Relationship Management (CRM) Tools
Knowledge Base and Ticketing Systems

Follow organizational compliance policies, including data privacy and cybersecurity protocols, during all support activities.	35%	2.48%	$48K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: summarize key compliance policies and recent updates relevant to data privacy and security in support tasks.
Knowledge Agent (SharePoint)	Prompt: surface and link to official compliance documents and protocols during case handling for reference.
Copilot Writing Coach	Prompt: draft compliant communication templates and reminders to ensure adherence to policies.
Configured Workflow
Microsoft Security Copilot: IT Operations Agent	Automates monitoring and enforcement of compliance during support workflows and tickets.
Microsoft Security Copilot: Alert Triage Agent	Prioritizes and filters compliance-related alerts to reduce analyst workload.
Copilot Studio Custom Agents	Implements policy checks and automated auditing within support process automation.
Copilot Agent
Conversational Design Step	Prompt agents with reminders and checklist questions to ensure compliance steps are followed and documented during support.
Tools/Data Integration Step	Connect to compliance monitoring tools and policy repositories to validate actions against governance frameworks.
AI Processing/Output Format Step	Use AI to audit support interactions in real-time for policy adherence and automatically generate compliance reports and alerts.

Skills

General
Human
Technology

Regulatory Knowledge
Attention to Detail
Risk Awareness
Ethical Judgment
Effective Communication
Compliance Management Systems
Cybersecurity Fundamentals
Data Privacy Management Tools

Participate in continuous improvement initiatives by suggesting enhancements to support processes, tools, and knowledge base content.	25%	2.48%	$34K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze support operation data and generate insights on inefficiencies and improvement opportunities.
Copilot Idea Coach	Prompt: facilitate brainstorming sessions to generate and refine ideas for process and knowledge base enhancements.
Facilitator Agent (Teams)	Prompt: capture continuous improvement discussion notes, tasks, and action plans during team meetings.
Configured Workflow
Copilot Analyst Agent	Analyzes performance data and user feedback to identify inefficiencies and improvement opportunities.
Copilot Idea Coach	Facilitates structured brainstorming and refines proposed process or content innovations.
Copilot Writing Coach	Helps produce clear proposals and documentation for suggested improvements.
Copilot Agent
Conversational Design Step	Engage users to capture feedback and improvement ideas via structured conversation prompts linked to specific workflows and tools.
Tools/Data Integration Step	Access operational analytics platforms and knowledge base usage reports to identify pain points and content gaps.
AI Processing/Output Format Step	Leverage AI analytics to synthesize feedback and usage data, prioritize enhancements, and generate actionable improvement recommendations.

Skills

General
Human
Technology

Process Improvement
Knowledge Management
Problem-Solving
Communication Skills
Collaboration
Change Adaptability
Support Ticketing Systems
Knowledge Base Platforms
Data Analysis Tools

Provide feedback to product management on common customer issues and feature requests to influence product development.	40%	0.83%	$18K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze support tickets and customer feedback to identify top issues and feature requests with trend insights.
Copilot Writing Coach	Prompt: draft clear and structured summary reports of customer feedback for product management review.
Community Agent (Viva Engage)	Prompt: gather and summarize community sentiment and feature discussions relevant to ongoing feedback.
Configured Workflow
Copilot Analyst Agent	Aggregates and analyzes support ticket texts and survey data to extract frequent issues and requests.
Copilot Researcher Agent	Synthesizes insights with market trends and best practices to contextualize customer feedback.
Copilot Writing Coach	Generates clear, structured reports summarizing feedback for product management review.
Copilot Agent
Conversational Design Step	Facilitate collection of issue highlights and customer sentiment summaries from support agents through guided input prompts.
Tools/Data Integration Step	Connect to ticketing systems and survey platforms for aggregated customer feedback data ingestion and analysis.
AI Processing/Output Format Step	Use AI text analytics and sentiment classification to aggregate, prioritize, and generate dashboards or reports for product teams.

Skills

General
Human
Technology

Issue Analysis
Product Knowledge
Reporting and Documentation
Effective Communication
Active Listening
Collaboration
CRM Software Proficiency
Issue Tracking Systems
Data Analysis Tools

Monitor real-time service status dashboards and alerts to proactively detect and respond to potential service degradations.	70%	2.48%	$95K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: provide natural language summaries and explanations of dashboard alerts and system trends for quick assessment.
Facilitator Agent (Teams)	Prompt: auto-capture alert review meetings, action items, and follow-ups to coordinate rapid response.
Viva Topics Copilot	Prompt: supply contextual knowledge and troubleshooting guides linked to current service alerts.
Configured Workflow
Copilot Analyst Agent	Ingests telemetry and operational data to detect anomalies and predict service issues.
Facilitator Agent (Teams)	Facilitates incident stand-ups and quick response meetings with real-time summaries and action tracking.
Copilot Studio Custom Agents	Triggers automated alerts and remediation workflows based on detected anomalies.
Copilot Agent
Conversational Design Step	Configure alert-driven bot interactions that notify support agents with concise issue summaries and prompt for immediate response actions.
Tools/Data Integration Step	Integrate with telemetry systems, monitoring platforms, and incident management tools to fetch real-time monitoring data.
AI Processing/Output Format Step	Apply anomaly detection AI to identify deviations, prioritize alerts by impact, and recommend predefined remediation steps.

Skills

General
Human
Technology

Monitoring and Incident Detection
Problem-Solving
Attention to Detail
Situational Awareness
Communication Skills
Collaboration
Network and Telecom Service Monitoring Tools
Ticketing and Incident Management Systems
Basic Network Protocols and Service Architecture

Assist with software installation, configuration, and upgrades for telecom devices as part of customer support.	55%	8.26%	$250K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: generate step-by-step installation and configuration instructions tailored for customers or support agents.
Viva Topics Copilot	Prompt: fetch latest installation guides, firmware versions, and upgrade procedures for telecom devices.
Community Agent (Viva Engage)	Prompt: summarize common configuration issues and resolution tips shared in the support community.
Configured Workflow
Copilot Studio Custom Agents	Provides step-by-step interactive guidance or direct system API calls for software installation and upgrades.
Viva Topics Copilot	Surfaces latest device configuration and upgrade documentation to assist support agents and customers.
Facilitator Agent (Teams)	Documents installation progress and coordinates handoffs or escalations if issues arise.
Copilot Agent
Conversational Design Step	Guide customers or agents through scripted prompts that verify environment readiness and provide stepwise configuration instructions.
Tools/Data Integration Step	Connect to remote device management APIs and configuration repositories to perform or validate installation and upgrade steps.
AI Processing/Output Format Step	Use decision-tree AI to customize installation paths and generate progress reports or troubleshooting tips dynamically.

Skills

General
Human
Technology

Technical Troubleshooting
Software Installation and Configuration
Product Knowledge
Effective Communication
Patience and Empathy
Attention to Detail
Operating Systems Knowledge
Remote Support Tools
Telecommunications Protocols

Verify customer credentials and maintain accurate service records to prevent unauthorized access and maintain service integrity.	60%	8.26%	$273K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: draft clear and secure customer verification communications and record updates following compliance protocols.
Knowledge Agent (SharePoint)	Prompt: provide quick access to identity verification policies and documentation during customer interactions.
Facilitator Agent (Teams)	Prompt: document verification process discussions and compliance reminders in team collaboration sessions.
Configured Workflow
Microsoft Security Copilot: IT Operations Agent	Automates credential verification workflows and monitors for anomalies in authentication attempts.
Copilot Studio Custom Agents	Automates updating and maintaining service records within CRM or ticketing systems.
Copilot Writing Coach	Generates clear logs and audit trails for verification actions to support compliance reporting.
Copilot Agent
Conversational Design Step	Prompt for multi-factor authentication inputs and confirm identity verification results with user in a secure dialog flow.
Tools/Data Integration Step	Integrate with identity verification APIs and CRM systems to access and update authenticated customer records securely.
AI Processing/Output Format Step	Apply biometric and AI-based verification to validate identity claims and automatically flag or log suspicious attempts.

Skills

General
Human
Technology

Identity Verification
Data Accuracy and Record Keeping
Security Awareness
Attention to Detail
Effective Communication
Customer Empathy
CRM Systems Proficiency
Telecom Service Management Tools
Authentication Technologies

Schedule follow-up communications with customers to confirm issue resolution and provide additional support if needed.	70%	8.26%	$318K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: generate polite and clear follow-up emails or messages confirming issue resolution and offering further help.
Facilitator Agent (Teams)	Prompt: create and track follow-up tasks and reminders linked to customer cases.
Viva Engage Copilot	Prompt: draft community posts or updates notifying about issue status and soliciting feedback for customer engagement.
Configured Workflow
Copilot Studio Custom Agents	Automates scheduling and sending personalized follow-up messages based on ticket status and resolution data.
Copilot Writing Coach	Crafts clear, polite, and effective follow-up communication templates tailored to customer context.
Facilitator Agent (Teams)	Monitors customer responses and alerts agents for necessary further actions or escalations.
Copilot Agent
Conversational Design Step	Design a scheduling dialog to confirm follow-up timing preferences and channels with the customer or support agent.
Tools/Data Integration Step	Connect to communication platforms and CRM scheduling APIs to automate reminder and follow-up message delivery.
AI Processing/Output Format Step	Use automation AI to generate personalized follow-up messages, confirm deliveries, and track customer engagement.

Analyze support ticket trends to identify training needs, product issues, or process bottlenecks for continuous service improvement.	65%	0.83%	$30K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze historical ticket data to identify recurring issues, training gaps, and operational bottlenecks.
Copilot Researcher Agent	Prompt: compile relevant research and best practices on addressing identified issues and improving service quality.
Copilot Writing Coach	Prompt: draft comprehensive trend analysis reports with actionable recommendations for the support team.
Configured Workflow
Copilot Analyst Agent	Processes ticket metadata and text to identify patterns, trends, and recurring issues automatically.
Copilot Idea Coach	Helps generate and prioritize potential interventions and training proposals based on analytics findings.
Copilot Writing Coach	Prepares reports and presentation-ready summaries of findings and recommendations.
Copilot Agent
Conversational Design Step	Prompt analysts to select time frames, categories, and metrics for ticket trend analysis and insight generation.
Tools/Data Integration Step	Integrate with ticketing databases and analytics tools via Microsoft Fabric or Power BI connectors for data retrieval.
AI Processing/Output Format Step	Employ AI-powered analytics to detect patterns, extract root causes, and generate actionable reports for training and process enhancement.

Skills

General
Human
Technology

Data Analysis
Problem Solving
Process Improvement
Critical Thinking
Attention to Detail
Communication Skills
Collaboration
Empathy
Ticketing Systems Expertise
Data Visualization Tools
Basic Statistical Analysis

Adhere to defined service level agreements (SLAs) and key performance indicators (KPIs) during issue resolution activities.	50%	8.26%	$227K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: monitor and report on SLA and KPI compliance using data summaries and alerting for breaches.
Facilitator Agent (Teams)	Prompt: capture performance review meeting notes and assign follow-up actions related to SLA adherence.
Copilot Writing Coach	Prompt: prepare clear communications summarizing SLA/KPI performance and improvement plans.
Configured Workflow
Copilot Analyst Agent	Continuously monitors case progress against SLA targets and KPI thresholds.
Copilot Studio Custom Agents	Triggers alerts and automated escalations when SLA or KPI deviations are detected.
Facilitator Agent (Teams)	Facilitates team stand-ups and reviews highlighting SLA/KPI performance.
Copilot Agent
Conversational Design Step	Design prompts that remind agents of SLA and KPI targets during case handling and alert on potential breaches.
Tools/Data Integration Step	Connect to ticketing systems and SLA monitoring dashboards for real-time status and performance data integration.
AI Processing/Output Format Step	Use monitoring AI to track SLA adherence, trigger escalation workflows, and provide performance feedback to agents.

Skills

General
Human
Technology

Time Management
Problem Solving
Quality Assurance
Communication Skills
Stress Management
Customer Orientation
Incident Management Systems
Service Management Frameworks
Ticketing Systems

Coordinate with vendors or third-party service providers to troubleshoot and resolve product or service issues involving external components.	30%	0.83%	$14K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: capture and organize meeting notes, action items, and updates for vendor coordination discussions.
Community Agent (Viva Engage)	Prompt: suggest relevant internal and external knowledge resources to support vendor troubleshooting efforts.
Copilot Writing Coach	Prompt: draft professional and clear communications for vendor interactions regarding issue status and requirements.
Configured Workflow
Copilot Studio Custom Agents	Manages case routing and communication workflows to ensure timely updates and requests to third parties.
Microsoft Teams with AI (Facilitator Agent)	Facilitates coordination meetings and generates summaries to keep stakeholders aligned.
Copilot Analyst Agent	Analyzes collaborative data and flags delays or bottlenecks in vendor response times.
Copilot Agent
Conversational Design Step	Facilitate structured data collection on issue details and vendor interactions to streamline communication and updates.
Tools/Data Integration Step	Integrate with multi-party case management platforms and communication tools to coordinate across internal and external teams.
AI Processing/Output Format Step	Leverage AI to summarize case statuses, suggest next steps, and automate update notifications for all involved parties.

Skills

General
Human
Technology

Technical Troubleshooting
Vendor Management
Problem Solving
Communication Skills
Collaboration
Conflict Resolution
Ticketing and Incident Management Systems
Telecommunications Network Knowledge
Remote Diagnostic Tools

Skills

General

Technical Troubleshooting
Product Knowledge
Service Assurance Processes
Technical Writing
Attention to Detail
Understanding of Troubleshooting Processes
Telecommunications Product Knowledge
Use of Diagnostic Tools and Software
Issue Diagnosis and Analysis
Knowledge of Escalation Procedures
Documentation and Reporting
Problem Solving
Telecommunications Knowledge
Continuous Learning
Incident Management
Cross-functional Collaboration
Root Cause Analysis
Testing and Validation Methodologies
Knowledge of Telecom Products and Services
Training & Coaching Techniques
Customer Service Knowledge
Regulatory Knowledge
Risk Awareness
Process Improvement
Knowledge Management
Issue Analysis
Reporting and Documentation
Monitoring and Incident Detection
Software Installation and Configuration
Identity Verification
Data Accuracy and Record Keeping
Security Awareness
Customer Issue Tracking
Data Analysis
Critical Thinking
Quality Assurance
Vendor Management

Human

Active Listening
Clear Communication
Empathy
Communication Skills
Time Management
Problem-Solving
Effective Communication
Collaboration
Patience and Empathy
Teamwork
Problem-solving
Communication
Leadership
Ethical Judgment
Change Adaptability
Situational Awareness
Customer Empathy
Stress Management
Customer Orientation
Conflict Resolution

Technology

Incident Management Systems
Knowledge Base and Documentation Tools
Telecommunications Network Fundamentals
CRM and Ticketing System Navigation
Basic Troubleshooting Tools Knowledge
Operating Systems Knowledge
Networking Fundamentals
Remote Diagnostic Tools
Ticketing and Case Management Systems
Telecom Network Fundamentals
Knowledge of Telecom Network Systems
CRM Software Proficiency
Diagnostic Tools Usage
Product Information Management Systems
Knowledge Management Tools
Telecom Network Diagnostic Tools
Network Systems Knowledge
Ticketing and Collaboration Tools
Product Lifecycle Awareness
Network and Telecom Systems Knowledge
Incident and Ticketing Systems
Diagnostic Tools and Monitoring Platforms
Use of Test Environments and Simulation Tools
Issue Tracking and Ticketing Systems
Basic Scripting or Diagnostic Tools
Telecommunication Systems Knowledge
Customer Relationship Management (CRM) Tools
Knowledge Base and Ticketing Systems
Compliance Management Systems
Cybersecurity Fundamentals
Data Privacy Management Tools
Support Ticketing Systems
Knowledge Base Platforms
Data Analysis Tools
Issue Tracking Systems
Network and Telecom Service Monitoring Tools
Ticketing and Incident Management Systems
Basic Network Protocols and Service Architecture
Remote Support Tools
Telecommunications Protocols
CRM Systems Proficiency
Telecom Service Management Tools
Authentication Technologies
Customer Relationship Management (CRM) Software Usage
Scheduling and Calendar Tools
Ticketing Systems Expertise
Data Visualization Tools
Basic Statistical Analysis
Service Management Frameworks
Ticketing Systems
Telecommunications Network Knowledge

Field Service Technician

Grade:: L3
Headcount:: 100
Band:: $72,000

Work Intelligence™

Your organization is now equipped with Work Intelligence™— a live layer of data that quantifies opportunity across roles, tasks, and teams

Metric	What It Tells You
AI Potential Index (AIPI)	41.25% of total work is ready for automation
Annual Salary Exposure	$7,200,000 across analyzed roles
Total Potential Savings	$2,970,324 unlocked by automating tasks
Operational Efficiency Index (OEI)	33.88% potential impact on overall operational efficiency
Velocity of Output (VOI)	35.15% increase in delivery speed
Capacity Increase from Task Consolidation (CITC)	12.75% efficiency gains from reducing task overlap and streamlining duplicated tasks
Time to Benefit Realization (TBR)	10.4 months until Benefits visible after initial deployment

Tasks

Perform installation of outside plant fiber optic and copper cables to establish network connectivity.	15%	5.35%	$58K

Take Action

Out-of-the-Box
Copilot Visual Creator	Prompt: please generate visual diagrams and step-by-step installation guides for fiber optic and copper cable routing and connections.
Facilitator Agent (Teams)	Prompt: please prepare meeting notes and action items from installation planning sessions and update related project plans.
Copilot Writing Coach	Prompt: please draft clear and concise installation instructions and safety checklists for field teams.
Configured Workflow
Project Manager Agent (Planner)	Creates and manages structured installation plans and timelines to coordinate installation activities efficiently.
Copilot Researcher Agent	Provides installation best practices and procedural summaries based on organizational and external data for worker reference.
Facilitator Agent (Teams)	Generates real-time meeting notes and action items to keep installation team aligned and responsive during execution.
Copilot Agent
Conversational Design Step	Guide users through specifying installation location, cable types, and routing preferences via stepwise prompts.
Tools/Data Integration Step	Integrate with field asset databases and digital routing maps along with project planning platforms.
AI Processing/Output Format Step	Generate optimized installation workflow plans and cable routing recommendations using AI-driven models.

Skills

General
Human
Technology

Fiber Optic Cable Splicing and Termination
Copper Cable Installation and Handling
Blueprint and Technical Diagram Interpretation
Attention to Safety Procedures
Physical Dexterity and Manual Coordination
Communication Skills
Problem-Solving
Use of Cable Installation and Testing Equipment
Network Infrastructure Knowledge
GPS and Mapping Technology

Conduct routine maintenance and inspection of outside plant network components to ensure operational reliability.	40%	13.37%	$385K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze historical maintenance data and generate reports highlighting components at highest risk for failure.
Facilitator Agent (Teams)	Prompt: please capture inspection meeting notes, summarize findings, and assign follow-up tasks to maintenance crews.
Copilot Visual Creator	Prompt: please create visual maps and annotated images indicating inspection points and maintenance status for the field team.
Configured Workflow
Copilot Analyst Agent	Analyzes inspection data and historical maintenance records to identify anomalies and prioritize inspections.
Facilitator Agent (Teams)	Captures and summarizes inspection meeting discussions and action items for follow-up.
Project Manager Agent (Planner)	Schedules routine maintenance tasks and assigns responsibilities based on AI-prioritized needs.
Copilot Agent
Conversational Design Step	Solicit input on inspection areas, component types, and maintenance schedules through guided dialogue.
Tools/Data Integration Step	Link to drone image feeds, historical maintenance logs, and computer vision inspection platforms.
AI Processing/Output Format Step	Apply AI-based anomaly detection and condition assessment to generate inspection reports and alerts.

Skills

General
Human
Technology

Network Infrastructure Knowledge
Preventive Maintenance Techniques
Fault Identification and Troubleshooting
Safety Compliance and Practices
Communication Skills
Attention to Detail
Time Management
GIS and Mapping Systems
Testing and Measurement Tools
Maintenance Management Software

Troubleshoot and repair faults and service outages within the OSP network infrastructure promptly.	30%	13.37%	$289K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze fault logs and test data to recommend probable causes and prioritized repair actions for the outage.
Copilot Researcher Agent	Prompt: please summarize latest troubleshooting best practices and field repair guides relevant to detected fault patterns.
Facilitator Agent (Teams)	Prompt: please generate meeting notes and action items from repair coordination calls and update project timelines.
Configured Workflow
Copilot Analyst Agent	Analyzes fault and test data to diagnose root causes rapidly and recommend repair actions.
Knowledge Agent (SharePoint)	Provides contextual access to repair manuals, troubleshooting guides, and past incident resolutions to field technicians.
Facilitator Agent (Teams)	Documents troubleshooting steps and coordinates communication across repair teams during outage resolution.
Copilot Agent
Conversational Design Step	Prompt users to input fault symptoms, affected components, and test results for diagnostic assistance.
Tools/Data Integration Step	Access historical fault databases, performance metrics, and diagnostic testing tools APIs.
AI Processing/Output Format Step	Use AI diagnostic engines to identify root causes and recommend targeted repair actions.

Skills

General
Human
Technology

Fault Diagnosis
Preventive and Corrective Maintenance
Safety Compliance and Best Practices
Effective Communication
Problem-Solving
Team Collaboration
Fiber Optic Network Troubleshooting
Network Testing Tools Operation
Outside Plant Network Infrastructure Knowledge

Perform splicing and termination of fiber optic and copper cables to ensure secure and high-quality connections.	10%	1.60%	$12K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: please draft step-by-step splicing and termination procedures including quality checklists for technicians.
Copilot Visual Creator	Prompt: please generate detailed visual diagrams illustrating splicing techniques and cable termination configurations.
Facilitator Agent (Teams)	Prompt: please capture real-time notes and key findings during splicing training sessions or field feedback meetings.
Configured Workflow
Copilot Visual Creator	Generates visual step-by-step diagrams and instructions for splicing and termination procedures.
Copilot Researcher Agent	Curates best practice documentation and quality standards to guide technicians.
Knowledge Agent (SharePoint)	Provides on-demand access to verified procedural documents and records of previous successful splice audits.
Copilot Agent
Conversational Design Step	Ask technicians to specify splice type, cable types, and quality checkpoints during interaction.
Tools/Data Integration Step	Integrate with semi-automated splicing devices data and quality evaluation software tools.
AI Processing/Output Format Step	Assess splice quality using AI-assisted image analysis and provide feedback or corrective actions.

Skills

General
Human
Technology

Fiber Optic Splicing
Copper Cable Termination
Cable Testing and Troubleshooting
Attention to Detail
Safety Awareness
Communication Skills
Fusion Splicer Operation
Optical Time Domain Reflectometer (OTDR) Usage
Cable Preparation Tools

Use specialized OSP testing equipment to validate fiber optic and copper cable performance parameters.	50%	5.35%	$193K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze real-time test results and generate performance validation reports with insights for network quality.
Facilitator Agent (Teams)	Prompt: please document testing activities and share findings captured during field test review meetings.
Copilot Writing Coach	Prompt: please draft concise and clear technical testing reports summarizing measurement results for stakeholders.
Configured Workflow
Copilot Analyst Agent	Processes and interprets testing data in real time to deliver performance validation and highlight anomalies.
Project Manager Agent (Planner)	Schedules and tracks testing activities ensuring timely equipment use and result analyses.
Facilitator Agent (Teams)	Captures testing session summaries and communicates results and follow-ups to stakeholders.
Copilot Agent
Conversational Design Step	Collect test parameter inputs, equipment calibration status, and testing objectives through guided prompts.
Tools/Data Integration Step	Connect to testing equipment telemetry, historical test databases, and network performance systems.
AI Processing/Output Format Step	Analyze real-time performance data using AI to validate cable conditions and generate compliance reports.

Skills

General
Human
Technology

Fiber Optic Testing and Validation
Copper Cable Testing and Troubleshooting
Understanding of OSP Network Infrastructure
Attention to Detail
Communication Skills
Problem Solving
Fiber Optic Testing Equipment Operation
Copper Cable Testing Instruments
Data Interpretation and Analysis Tools

Document all installation, maintenance, and repair activities accurately in designated systems to ensure traceability.	70%	5.35%	$270K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: please convert field voice notes and fragmented inputs into polished, structured installation and repair reports.
Facilitator Agent (Teams)	Prompt: please generate meeting notes and action items capturing all work activity details for record keeping.
Knowledge Agent (SharePoint)	Prompt: please organize and enrich installation and maintenance documentation to improve discoverability and compliance.
Configured Workflow
Copilot Writing Coach	Automates the conversion of voice notes and rough inputs into clear, concise documentation records.
Copilot Analyst Agent	Extracts key data points and generates structured reports from collected documentation to ensure completeness.
Project Manager Agent (Planner)	Automatically updates task statuses and deliverables in project plans based on documented activities.
Copilot Agent
Conversational Design Step	Enable voice or text-based capture of activity details with prompts to clarify ambiguous inputs.
Tools/Data Integration Step	Use Microsoft Azure Cognitive Services for speech-to-text and integrate with enterprise work order and documentation systems.
AI Processing/Output Format Step	Automatically convert captured inputs into structured forms, validate content, and update traceability records.

Skills

General
Human
Technology

Technical Writing
Attention to Detail
Knowledge of Outside Plant (OSP) Network Infrastructure
Communication Skills
Time Management
Data Entry Accuracy
Familiarity with Field Management and Documentation Systems
Basic Database Knowledge

Ensure compliance with safety regulations and company policies while performing all field operations and maintenance tasks.	35%	5.35%	$135K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please summarize relevant safety regulations and company policies applicable to OSP field operations.
Copilot Writing Coach	Prompt: please draft safety briefing content and compliance checklists tailored to field activities and teams.
Facilitator Agent (Teams)	Prompt: please capture meeting discussions and audit findings during safety briefings and compliance reviews.
Configured Workflow
Viva Learning Copilot	Recommends and tracks completion of role-specific safety training and certification paths.
Copilot Analyst Agent	Monitors and analyzes compliance data and incident reports to flag possible safety deviations.
Facilitator Agent (Teams)	Supports safety briefing meetings by capturing compliance agenda, actions, and follow-up tasks.
Copilot Agent
Conversational Design Step	Prompt workers to confirm adherence to safety protocols and report hazards or incidents in real-time.
Tools/Data Integration Step	Integrate with wearable sensor data and safety compliance monitoring platforms.
AI Processing/Output Format Step	Analyze sensor inputs to detect safety deviations and generate timely alerts or compliance reports.

Skills

General
Human
Technology

Safety Regulation Knowledge
Risk Assessment and Mitigation
Field Operations Expertise
Attention to Detail
Communication Skills
Situational Awareness
Safety Management Systems (SMS)
Personal Protective Equipment (PPE) Usage
Incident Reporting Software

Coordinate with engineering and network planning teams to understand requirements and constraints before OSP work execution.	45%	5.35%	$173K

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: please create and update project plans reflecting engineering requirements and scheduling constraints.
Facilitator Agent (Teams)	Prompt: please summarize coordination meetings and extract key requirements and decisions for the team.
Copilot Writing Coach	Prompt: please draft concise status updates and requirement summaries for sharing with cross-functional stakeholders.
Configured Workflow
Project Manager Agent (Planner)	Creates integrated work plans incorporating engineering inputs and schedules for seamless handoffs.
Facilitator Agent (Teams)	Generates summarized meeting notes and clarifies requirements discussed with planning teams.
Copilot Researcher Agent	Synthesizes relevant technical documents and planning guidelines to support informed coordination.
Copilot Agent
Conversational Design Step	Use structured dialog to capture project specifications, constraints, and required deadlines from stakeholders.
Tools/Data Integration Step	Connect to project management platforms, shared document repositories, and communication tools.
AI Processing/Output Format Step	Summarize requirements, identify scheduling conflicts using AI, and produce actionable coordination briefs.

Skills

General
Human
Technology

Network Infrastructure Knowledge
Project Coordination
Requirements Analysis
Effective Communication
Collaboration and Teamwork
Problem-Solving
Network Design Tools Proficiency
Project Management Software
Telecommunications Standards and Protocols

Provide technical guidance and support to junior technicians to build field expertise and improve team capability.	40%	1.60%	$46K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please curate and summarize troubleshooting guides and training materials tailored to field scenarios.
Community Agent (Viva Engage)	Prompt: please answer junior technicians' common questions and suggest relevant training content in the community forum.
Copilot Writing Coach	Prompt: please draft clear, accessible technical guidance and coaching documents for junior staff.
Configured Workflow
Knowledge Agent (SharePoint)	Delivers curated, role-specific knowledge resources and troubleshooting content to junior technicians on demand.
Copilot Researcher Agent	Generates tailored learning briefs and technical explanations to support skill development.
Copilot Learning Coach	Recommends personalized learning paths and tracks progress aligned with junior technicians' development goals.
Copilot Agent
Conversational Design Step	Facilitate interactive Q&A where junior technicians submit issues and request targeted guidance.
Tools/Data Integration Step	Access AI-enabled knowledge bases and virtual assistant platforms incorporating OSP manuals and troubleshooting content.
AI Processing/Output Format Step	Provide context-aware solutions, tailored training snippets, and simulate troubleshooting scenarios.

Skills

General
Human
Technology

Technical Knowledge of OSP Systems
Troubleshooting and Problem-Solving
Coaching and Mentoring
Communication Skills
Leadership
Field Diagnostic Tools Usage
Telecom Network Management Systems

Manage material inventory and equipment readiness to support field installation and maintenance efficiently.	60%	1.60%	$69K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze inventory levels and consumption trends to predict material needs and trigger replenishment notices.
Facilitator Agent (Teams)	Prompt: please track equipment readiness meetings and record action items for inventory management improvements.
Copilot Writing Coach	Prompt: please draft procurement requests and inventory status reports for supply chain stakeholders.
Configured Workflow
Copilot Analyst Agent	Analyzes inventory consumption trends and forecasts material requirements to prevent shortages and excesses.
Project Manager Agent (Planner)	Schedules procurement and delivery activities aligned with field operation timelines.
Facilitator Agent (Teams)	Facilitates communication between inventory managers and field teams by documenting inventory status and needs.
Copilot Agent
Conversational Design Step	Prompt users to report current inventory levels and equipment status with alert thresholds and reordering needs.
Tools/Data Integration Step	Integrate with ERP inventory modules and automated replenishment forecasting systems.
AI Processing/Output Format Step	Use AI forecasting to predict material requirements and trigger replenishment workflows accordingly.

Skills

General
Human
Technology

Inventory Management
Logistics Coordination
Preventive Maintenance Knowledge
Communication Skills
Attention to Detail
Problem Solving
Warehouse Management Systems (WMS)
Enterprise Resource Planning (ERP) Software
Mobile Inventory Tools

Implement emergency restoration procedures during major outages affecting outside plant networks.	25%	13.37%	$241K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze network status data during outages and recommend prioritized restoration steps.
Facilitator Agent (Teams)	Prompt: please document incident response calls and assign follow-ups during emergency restoration efforts.
Copilot Writing Coach	Prompt: please draft emergency restoration procedure summaries and post-incident reports.
Configured Workflow
Copilot Analyst Agent	Analyzes outage data and historical incident responses to prioritize restoration efforts and resource allocation.
Facilitator Agent (Teams)	Coordinates communication among emergency responders by capturing real-time updates and action items.
Project Manager Agent (Planner)	Updates restoration task schedules dynamically based on evolving field conditions and feedback.
Copilot Agent
Conversational Design Step	Collect outage details, affected area, and available resources through rapid, structured dialogue prompts.
Tools/Data Integration Step	Connect to network monitoring systems, incident management platforms, and dispatch tools.
AI Processing/Output Format Step	Prioritize restoration steps and generate optimized dispatch and repair instructions leveraging AI decision support.

Skills

General
Human
Technology

Emergency Response Planning
Outside Plant Network Troubleshooting
Mechanical and Electrical Repair
Team Coordination
Stress Management
Clear Communication
Network Monitoring Systems
Field Testing Equipment
Work Order Management Systems

Engage with external contractors and suppliers to ensure quality and timely delivery of OSP construction and maintenance activities.	30%	1.60%	$35K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please summarize contractor performance reports and analyze supplier risk and delivery timelines.
Copilot Writing Coach	Prompt: please draft contractor communication emails and quality assurance follow-up messages.
Facilitator Agent (Teams)	Prompt: please generate meeting notes and action items from supplier coordination sessions.
Configured Workflow
Copilot Analyst Agent	Analyzes supplier performance data to identify risks and flag delays or quality issues.
Facilitator Agent (Teams)	Documents contractor communications and agreements to maintain clear and auditable records.
Project Manager Agent (Planner)	Integrates supplier task dependencies into project plans to ensure alignment and timely delivery.
Copilot Agent
Conversational Design Step	Guide users in documenting contractual terms, delivery milestones, and quality concerns via conversational forms.
Tools/Data Integration Step	Integrate with contract management systems and supplier performance analytics platforms.
AI Processing/Output Format Step	Analyze contractor performance data and auto-generate risk or compliance reports for stakeholder review.

Skills

General
Human
Technology

Contract Management
Quality Assurance
Project Coordination
Communication
Negotiation
Relationship Management
Telecommunications Infrastructure Knowledge
Project Management Software Proficiency
Workforce Management Systems

Perform geographical and structural surveys to plan routing and installation pathways for new outside plant cabling.	55%	5.35%	$212K

Take Action

Out-of-the-Box
Copilot Visual Creator	Prompt: please create detailed route maps and visual plans using survey data and aerial images.
Copilot Analyst Agent	Prompt: please analyze GIS and survey datasets to identify optimal cabling routes considering physical constraints.
Facilitator Agent (Teams)	Prompt: please summarize survey planning meetings and assign tasks for route approval and field validation.
Configured Workflow
Copilot Analyst Agent	Processes GIS and drone-captured data to generate optimized route recommendations.
Copilot Visual Creator	Creates detailed visual maps and route plans from survey data to assist planners and field crews.
Facilitator Agent (Teams)	Documents survey findings and coordinates operational details among surveyors and planners.
Copilot Agent
Conversational Design Step	Prompt for survey objectives, geographic area details, and environmental constraints for precise data capture.
Tools/Data Integration Step	Connect to GIS mapping systems, drone survey data, and terrain analysis platforms.
AI Processing/Output Format Step	Process survey data with AI to propose optimized cable routing and highlight potential obstructions.

Skills

General
Human
Technology

Geospatial Analysis
Surveying Techniques
Understanding of Outside Plant Infrastructure
Problem Solving
Communication Skills
Teamwork
Geographic Information System (GIS) Software
Computer-Aided Design (CAD) Tools
Mobile Surveying Devices

Update network maps and databases with accurate outside plant asset information post-installation or repair.	65%	5.35%	$250K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please update asset databases by analyzing latest field data and generate reports on network changes.
Copilot Visual Creator	Prompt: please generate updated network maps integrating new installation and repair information for field reference.
Facilitator Agent (Teams)	Prompt: please capture update meetings and track progress on network database revisions.
Configured Workflow
Copilot Analyst Agent	Automates ingestion of sensor and image data to identify and validate network asset updates.
Knowledge Agent (SharePoint)	Maintains authoritative, current asset documentation linked to GIS and database records.
Project Manager Agent (Planner)	Creates tasks for network map updates and tracks completion status post-installation.
Copilot Agent
Conversational Design Step	Collect installation or repair metadata including location, asset types, and condition via structured prompts.
Tools/Data Integration Step	Integrate with GIS databases, asset management systems, and image recognition feeds.
AI Processing/Output Format Step	Automatically update network maps and asset records using AI-driven image recognition and validation.

Skills

General
Human
Technology

Attention to Detail
Data Entry and Documentation
Knowledge of Outside Plant Infrastructure
Effective Communication
Time Management
Proficiency with GIS and Network Mapping Systems
Database Management
Mobile Data Collection Tools

Participate in continuous improvement initiatives aimed at optimizing outside plant operations and maintenance efficiency.	50%	1.60%	$58K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze operational and maintenance data to identify inefficiencies and suggest process improvements.
Copilot Idea Coach	Prompt: please facilitate brainstorming sessions to generate and cluster innovative ideas for OSP operations enhancements.
Facilitator Agent (Teams)	Prompt: please document continuous improvement meetings and assign next steps to implement proposed changes.
Configured Workflow
Copilot Analyst Agent	Analyzes operational data to identify inefficiencies and generate actionable improvement insights.
Copilot Idea Coach	Facilitates brainstorming and clusters improvement ideas generated from field data and user input.
Facilitator Agent (Teams)	Coordinates improvement initiative meetings by summarizing decisions and assigning next steps.
Copilot Agent
Conversational Design Step	Engage users to input operational challenges, propose ideas, and prioritize improvement areas through a dialog.
Tools/Data Integration Step	Connect to enterprise analytics dashboards and historical operations data repositories.
AI Processing/Output Format Step	Analyze data trends and recommend process improvements or efficiency optimizations using AI analytics.

Skills

General
Human
Technology

Process Improvement
Data Analysis
Problem Solving
Collaboration
Communication
Change Management
Operations Management Systems
Workflow Automation Tools
Data Analytics Platforms

Prepare work orders and technical reports summarizing field activities and network status indicators.	70%	5.35%	$270K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: please draft clear and accurate work orders and technical reports from field data input and observations.
Facilitator Agent (Teams)	Prompt: please capture meeting notes and feedback during report reviews to refine final documentation.
Copilot Analyst Agent	Prompt: please generate summarized network health indicators and key performance metrics for inclusion in reports.
Configured Workflow
Copilot Writing Coach	Transforms raw field data and voice inputs into clear, concise draft reports and work orders.
Copilot Analyst Agent	Extracts key performance indicators and status summaries from data to enrich reports.
Project Manager Agent (Planner)	Automatically updates project and task documentation based on report generation outputs.
Copilot Agent
Conversational Design Step	Collect structured inputs on completed work, observations, and status metrics through guided prompts or voice input.
Tools/Data Integration Step	Access field data repositories and workflow automation platforms with RPA integration.
AI Processing/Output Format Step	Automatically generate comprehensive, formatted reports using NLP summarization and automate submission workflows.

Skills

General
Human
Technology

Technical Writing
Data Analysis
Telecommunications Network Knowledge
Attention to Detail
Effective Communication
Time Management
Work Order Management Systems
Network Monitoring Tools
Documentation Software

Monitor environmental conditions and report potential risks such as vegetation encroachment or unauthorized digs impacting OSP assets.	50%	1.60%	$58K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze environmental sensor and satellite data to identify and report emerging risks to OSP assets.
Facilitator Agent (Teams)	Prompt: please summarize environmental risk review meetings and assign follow-up inspections or mitigations.
Copilot Writing Coach	Prompt: please draft incident alerts and environmental risk reports for management and field teams.
Configured Workflow
Copilot Analyst Agent	Processes satellite and sensor data to detect environmental risks and generate alerts.
Facilitator Agent (Teams)	Documents identified risks and coordinates incident reporting among field and compliance teams.
Project Manager Agent (Planner)	Schedules follow-up inspections and remediation tasks triggered by environmental alerts.
Copilot Agent
Conversational Design Step	Prompt for alerts on visible risks and confirmation of sensor data anomalies with contextual clarifying questions.
Tools/Data Integration Step	Integrate with satellite imagery feeds, sensor networks, and environmental monitoring platforms.
AI Processing/Output Format Step	Use AI to detect risk patterns, generate predictive alerts, and produce risk assessment summaries automatically.

Skills

General
Human
Technology

Environmental Risk Assessment
Field Inspection and Observation
Incident Reporting and Documentation
Communication Skills
Attention to Detail
Team Collaboration
GIS (Geographic Information Systems)
Mobile Field Data Collection Tools
Telecom Network Asset Management Systems

Lead safety briefings and compliance audits for field teams to reinforce a culture of safety in OSP operations.	35%	0.53%	$13K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please curate the latest safety best practices and audit checklists relevant to OSP field operations.
Copilot Writing Coach	Prompt: please draft engaging safety briefing materials and audit reports tailored for the field workforce.
Facilitator Agent (Teams)	Prompt: please capture briefing discussions and audit findings including assigned actions and follow-ups.
Configured Workflow
Viva Learning Copilot	Prepares adaptive safety training content and tracks team completion ahead of briefings.
Facilitator Agent (Teams)	Records safety briefing discussions, decisions, and assigns compliance audit actions.
Copilot Analyst Agent	Analyzes audit data to identify safety compliance trends and informs leadership.
Copilot Agent
Conversational Design Step	Structure dialog to review audit checklist items, collect compliance confirmations, and deliver safety updates.
Tools/Data Integration Step	Access AI-powered learning platforms and safety audit documentation systems.
AI Processing/Output Format Step	Generate adaptive training sessions and automate compliance audit report creation with summary insights.

Skills

General
Human
Technology

Occupational Safety and Health Knowledge
Risk Assessment
Safety Audit and Inspection
Communication Skills
Leadership
Attention to Detail
Field Safety Management Systems
Mobile Communication Devices

Support project managers by providing field-level insights and feedback to improve delivery timelines and resource allocation.	45%	1.60%	$52K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze field operational data to generate actionable reports on progress and resource needs for PMs.
Facilitator Agent (Teams)	Prompt: please document project update meetings and capture field feedback to support planning decisions.
Copilot Writing Coach	Prompt: please draft concise insight summaries for inclusion in project status reports and planning documents.
Configured Workflow
Copilot Analyst Agent	Aggregates and analyzes field operation data to generate actionable insights for project adjustments.
Facilitator Agent (Teams)	Captures feedback discussions and documents agreed resource reallocation actions.
Project Manager Agent (Planner)	Updates project plans and schedules dynamically based on field-sourced insights.
Copilot Agent
Conversational Design Step	Facilitate input collection on field progress, constraints, and resource availability through conversational prompts.
Tools/Data Integration Step	Integrate with project management and analytics platforms for real-time operational data access.
AI Processing/Output Format Step	Transform field data into actionable insights and recommendations using AI analytics dashboards.

Skills

General
Human
Technology

Field Operations Knowledge
Project Coordination
Data Reporting and Documentation
Effective Communication
Team Collaboration
Problem-Solving
GIS and Mapping Technologies
Field Data Collection Tools
Project Management Software

Foster collaboration across cross-functional teams to facilitate coordinated deployment and maintenance of outside plant facilities.	40%	5.35%	$154K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please generate meeting summaries, track decisions, and manage cross-team action items for deployment coordination.
Community Agent (Viva Engage)	Prompt: please moderate community discussions, answer questions, and surface relevant knowledge for ongoing collaboration.
Copilot Writing Coach	Prompt: please draft clear communication updates and coordination emails to align cross-functional teams.
Configured Workflow
Facilitator Agent (Teams)	Drives focused meetings with AI-generated agendas, real-time notes, and follow-through action tracking.
Project Manager Agent (Planner)	Manages and tracks cross-team tasks and dependencies to ensure coordinated efforts.
Community Agent (Viva Engage)	Encourages engagement and knowledge sharing within networks of operational and technical teams.
Copilot Agent
Conversational Design Step	Guide team members in sharing updates, assigning tasks, and resolving coordination issues with interactive prompts.
Tools/Data Integration Step	Connect to team collaboration platforms with AI-enhanced communication and task tracking capabilities.
AI Processing/Output Format Step	Leverage AI to summarize discussions, highlight action items, and optimize team alignment workflows.

Skills

General
Human
Technology

Project Coordination
Telecommunications Infrastructure Knowledge
Cross-functional Process Integration
Effective Communication
Teamwork
Conflict Resolution
Collaboration Platforms Proficiency
Network Operations Management Systems

Skills

General

Fiber Optic Cable Splicing and Termination
Copper Cable Installation and Handling
Blueprint and Technical Diagram Interpretation
Attention to Safety Procedures
Preventive Maintenance Techniques
Fault Identification and Troubleshooting
Safety Compliance and Practices
Fault Diagnosis
Preventive and Corrective Maintenance
Safety Compliance and Best Practices
Fiber Optic Splicing
Copper Cable Termination
Cable Testing and Troubleshooting
Fiber Optic Testing and Validation
Copper Cable Testing and Troubleshooting
Understanding of OSP Network Infrastructure
Technical Writing
Knowledge of Outside Plant (OSP) Network Infrastructure
Safety Regulation Knowledge
Risk Assessment and Mitigation
Field Operations Expertise
Project Coordination
Requirements Analysis
Technical Knowledge of OSP Systems
Troubleshooting and Problem-Solving
Inventory Management
Logistics Coordination
Preventive Maintenance Knowledge
Emergency Response Planning
Outside Plant Network Troubleshooting
Mechanical and Electrical Repair
Contract Management
Quality Assurance
Geospatial Analysis
Surveying Techniques
Understanding of Outside Plant Infrastructure
Data Entry and Documentation
Knowledge of Outside Plant Infrastructure
Process Improvement
Data Analysis
Telecommunications Network Knowledge
Environmental Risk Assessment
Field Inspection and Observation
Incident Reporting and Documentation
Occupational Safety and Health Knowledge
Risk Assessment
Safety Audit and Inspection
Field Operations Knowledge
Data Reporting and Documentation
Cross-functional Process Integration

Human

Physical Dexterity and Manual Coordination
Communication Skills
Problem-Solving
Attention to Detail
Time Management
Effective Communication
Team Collaboration
Safety Awareness
Problem Solving
Situational Awareness
Collaboration and Teamwork
Coaching and Mentoring
Leadership
Team Coordination
Stress Management
Clear Communication
Communication
Negotiation
Relationship Management
Teamwork
Collaboration
Change Management
Conflict Resolution

Technology

Use of Cable Installation and Testing Equipment
Network Infrastructure Knowledge
GPS and Mapping Technology
GIS and Mapping Systems
Testing and Measurement Tools
Maintenance Management Software
Fiber Optic Network Troubleshooting
Network Testing Tools Operation
Outside Plant Network Infrastructure Knowledge
Fusion Splicer Operation
Optical Time Domain Reflectometer (OTDR) Usage
Cable Preparation Tools
Fiber Optic Testing Equipment Operation
Copper Cable Testing Instruments
Data Interpretation and Analysis Tools
Data Entry Accuracy
Familiarity with Field Management and Documentation Systems
Basic Database Knowledge
Safety Management Systems (SMS)
Personal Protective Equipment (PPE) Usage
Incident Reporting Software
Network Design Tools Proficiency
Project Management Software
Telecommunications Standards and Protocols
Field Diagnostic Tools Usage
Telecom Network Management Systems
Warehouse Management Systems (WMS)
Enterprise Resource Planning (ERP) Software
Mobile Inventory Tools
Network Monitoring Systems
Field Testing Equipment
Work Order Management Systems
Telecommunications Infrastructure Knowledge
Project Management Software Proficiency
Workforce Management Systems
Geographic Information System (GIS) Software
Computer-Aided Design (CAD) Tools
Mobile Surveying Devices
Proficiency with GIS and Network Mapping Systems
Database Management
Mobile Data Collection Tools
Operations Management Systems
Workflow Automation Tools
Data Analytics Platforms
Network Monitoring Tools
Documentation Software
GIS (Geographic Information Systems)
Mobile Field Data Collection Tools
Telecom Network Asset Management Systems
Field Safety Management Systems
Mobile Communication Devices
GIS and Mapping Technologies
Field Data Collection Tools
Collaboration Platforms Proficiency
Network Operations Management Systems

Network Engineering

Grade:: L4
Headcount:: 100
Band:: $115,000

Work Intelligence™

Your organization is now equipped with Work Intelligence™— a live layer of data that quantifies opportunity across roles, tasks, and teams

Metric	What It Tells You
AI Potential Index (AIPI)	40.34% of total work is ready for automation
Annual Salary Exposure	$11,500,000 across analyzed roles
Total Potential Savings	$4,638,583 unlocked by automating tasks
Operational Efficiency Index (OEI)	21.10% potential impact on overall operational efficiency
Velocity of Output (VOI)	22.45% increase in delivery speed
Capacity Increase from Task Consolidation (CITC)	10.05% efficiency gains from reducing task overlap and streamlining duplicated tasks
Time to Benefit Realization (TBR)	6.0 months until Benefits visible after initial deployment

Tasks

Design and configure core network architectures to ensure scalable and reliable telecom service delivery	30%	10.75%	$371K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please summarize best practices and recent industry trends for scalable core network architectures in telecom.
Copilot Visual Creator	Prompt: generate detailed diagrams and visual concepts for the proposed core network designs using natural language descriptions.
Facilitator Agent (Teams)	Prompt: capture meeting notes, decisions, and action items during design reviews and coordinate follow-ups across network engineering teams.
Configured Workflow
Copilot Analyst Agent	Analyze network performance data and business requirements to generate insights for network architecture design.
Copilot Visual Creator	Create detailed visual network diagrams and design concepts based on design insights and requirements.
Facilitator Agent (Teams)	Organize design review meetings and produce summarized notes, action items, and follow-ups to streamline collaboration.
Copilot Agent
Conversational Design Step	Guide the user through specifying network requirements, constraints, and performance goals with clarifying questions to tailor architecture options.
Tools/Data Integration Step	Integrate with network design data repositories and simulation tools accessible via Copilot Studio and Azure AI Foundry to analyze architecture models.
AI Processing/Output Format Step	Generate optimized network design proposals with predictive analytics and simulation summaries recommending scalable and reliable architectures.

Skills

General
Human
Technology

Network Architecture Design
Routing and Switching Protocols
Network Security Principles
Problem-Solving
Collaboration and Teamwork
Effective Communication
IP Network Design Tools
Network Operating Systems
Telecom Transport Technologies

Deploy and integrate transport network equipment in accordance with network design specifications	25%	3.23%	$93K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: document deployment meeting outcomes and track task status to ensure timely integration of transport equipment.
Copilot Prompt Coach	Prompt: help me write clear, structured deployment checklists and device configuration prompts to improve automation setup accuracy.
Copilot Analyst Agent	Prompt: analyze deployment data and generate reports highlighting adherence to design specifications and potential issues.
Configured Workflow
Copilot Analyst Agent	Ingest and analyze deployment plans and device configuration data to prepare for deployment execution.
Facilitator Agent (Teams)	Coordinate deployment team meetings, capturing key decisions and progressing task management.
Project Manager Agent (Planner)	Automate task assignment, tracking, and updating deployment progress against network specifications.
Copilot Agent
Conversational Design Step	Interactively collect deployment parameters, device details, and schedule to initiate and monitor deployment tasks.
Tools/Data Integration Step	Connect to network device configuration APIs and automation platforms via Copilot Studio for zero-touch provisioning workflows.
AI Processing/Output Format Step	Automate device configuration application, validate deployments against specifications using AI-driven validation, and report deployment status.

Skills

General
Human
Technology

Network Design Interpretation
Physical Network Equipment Installation
Network Configuration and Integration
Problem Solving
Team Collaboration
Communication Skills
Transport Network Protocols
Network Management Systems (NMS)
Fiber Optic Technology

Maintain and optimize enterprise network environments to meet performance and security standards	45%	3.23%	$167K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: generate insights from network performance logs and identify potential optimization or security risks.
Facilitator Agent (Teams)	Prompt: summarize performance review meetings and capture agreed actions for network optimizations and security improvements.
Copilot Writing Coach	Prompt: help me draft clear operational procedure updates and security compliance reports for stakeholders.
Configured Workflow
Copilot Analyst Agent	Continuously monitor network performance metrics and generate alerts on anomalies and optimization opportunities.
Microsoft Security Copilot: Vulnerability Remediation Agent	Identify vulnerabilities and recommend automated patch management actions to maintain security standards.
Facilitator Agent (Teams)	Help conduct periodic optimization review meetings summarizing performance and remediation status.
Copilot Agent
Conversational Design Step	Prompt users to specify maintenance windows, optimization priorities, and security concerns to tailor monitoring and patching activities.
Tools/Data Integration Step	Integrate with performance monitoring systems and security platforms through secure connectors configured via Copilot Studio.
AI Processing/Output Format Step	Use AI to analyze network telemetry, identify optimization opportunities, schedule patches, and generate actionable recommendations.

Skills

General
Human
Technology

Network Architecture Design
Network Performance Analysis
Network Security Management
Problem Solving
Attention to Detail
Collaboration
Routing and Switching Technologies
Network Monitoring Tools
Firewall and Intrusion Detection Systems
Configuration Management Systems

Troubleshoot and resolve complex network issues across core, transport, and enterprise layers to restore service promptly	50%	10.75%	$618K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze network event logs and correlate anomalies to identify probable root causes for current outages.
Copilot Researcher Agent	Prompt: summarize known fixes and troubleshooting steps for identified network issues from internal knowledge and external resources.
Facilitator Agent (Teams)	Prompt: document troubleshooting sessions and track resolution steps and outcomes during incident response meetings.
Configured Workflow
Copilot Analyst Agent	Aggregate and analyze network event logs to identify root causes and correlated issues quickly.
Microsoft Security Copilot: IT Operations Agent	Automate repetitive incident response actions such as ticket triage and suggest remediation steps.
Facilitator Agent (Teams)	Generate meeting notes, action items, and coordinate cross-team troubleshooting sessions with real-time support.
Copilot Agent
Conversational Design Step	Collect detailed incident descriptions, affected components, and steps taken to guide the troubleshooting process.
Tools/Data Integration Step	Access network event logs and incident management data via Copilot Studio connectors and integrate with root cause analysis systems.
AI Processing/Output Format Step	Apply machine learning models to correlate events, suggest root causes, and recommend prioritized corrective actions for rapid resolution.

Skills

General
Human
Technology

Network Troubleshooting
Protocol Knowledge
Network Architecture Understanding
Analytical Thinking
Communication Skills
Collaboration
Stress Management
Packet Analysis
Network Monitoring Tools
Routing and Switching Platforms
Fault Management Systems

Develop and maintain network documentation including topology diagrams, configuration records, and operational procedures	55%	3.23%	$204K

Take Action

Out-of-the-Box
Copilot Visual Creator	Prompt: create and update network topology diagrams and visuals from current configuration data and description prompts.
Knowledge Agent (SharePoint)	Prompt: organize and maintain network documentation within SharePoint to ensure easy discoverability and version control.
Copilot Writing Coach	Prompt: improve clarity and consistency of configuration records and operational procedure documents.
Configured Workflow
Copilot Analyst Agent	Ingest current network device data and configuration files to auto-generate updated documentation drafts.
Copilot Visual Creator	Automatically create and update network topology diagrams based on latest configuration and inventory data.
Knowledge Agent (SharePoint)	Organize and maintain documentation versions and ensure content is discoverable and AI-consumable.
Copilot Agent
Conversational Design Step	Prompt users for updates or new documentation needs and clarify types of diagrams or records required with contextual questions.
Tools/Data Integration Step	Connect to network discovery tools and content repositories (e.g., SharePoint) to access live data for documentation generation.
AI Processing/Output Format Step	Automatically generate and update network diagrams, configuration summaries, and operational procedure documents with natural language explanations.

Skills

General
Human
Technology

Technical Writing
Attention to Detail
Network Architecture Knowledge
Communication Skills
Organizational Skills
Diagramming and Visualization
Configuration Management Systems
Network Monitoring and Management Tools

Monitor network performance using specialized tools to detect anomalies and capacity constraints proactively	65%	3.23%	$241K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze network monitoring data to detect anomalies and predict capacity constraints with trend explanations.
Facilitator Agent (Teams)	Prompt: summarize network performance review meetings and assign follow-up optimization tasks.
Copilot Researcher Agent	Prompt: research emerging AI techniques for real-time anomaly detection applicable to telecom networks.
Configured Workflow
Copilot Analyst Agent	Analyze real-time data streams to detect anomalies and forecast capacity constraints based on trends.
Facilitator Agent (Teams)	Schedule and generate reports for performance review meetings summarizing insights and recommendations.
Project Manager Agent (Planner)	Track and assign follow-up tasks related to capacity upgrades and performance optimization.
Copilot Agent
Conversational Design Step	Engage user in defining monitoring scope, critical metrics, and anomaly detection sensitivity through structured dialogue.
Tools/Data Integration Step	Integrate with network telemetry feeds and performance databases via Copilot Studio connectors and Azure AI Search for real-time data retrieval.
AI Processing/Output Format Step	Leverage AI/ML models to identify anomalies, forecast capacity issues, and generate alerts or capacity planning recommendations.

Skills

General
Human
Technology

Network Performance Analysis
Proactive Problem Identification
Attention to Detail
Communication Skills
Network Monitoring Tools
Network Protocols and Architecture
Capacity Planning Methodologies

Implement network security controls to protect core, transport, and enterprise network infrastructure from cyber threats	40%	10.75%	$495K

Take Action

Out-of-the-Box
Microsoft Security Copilot: Threat Intelligence Briefing Agent	Prompt: generate threat intelligence briefings on recent cyber threats relevant to telecom network security.
Microsoft Security Copilot: Conditional Access Optimization Agent	Prompt: analyze existing access policies and recommend security improvements aligned with Zero Trust best practices.
Copilot Writing Coach	Prompt: assist in drafting clear security policy updates and communication for network security controls.
Configured Workflow
Microsoft Security Copilot: Vulnerability Remediation Agent	Identify and prioritize network security vulnerabilities and recommend automated remediation steps.
Microsoft Security Copilot: IT Operations Agent	Automate routine security operations tasks such as firewall configuration checks and incident triage.
Copilot Analyst Agent	Provide insights and narrative summaries on security posture and threat detection outcomes.
Copilot Agent
Conversational Design Step	Dialog to collect security policy updates, threat priorities, and scope of controls to deploy or modify.
Tools/Data Integration Step	Connect to security management systems and threat intelligence feeds integrated via Copilot Studio for policy execution and monitoring.
AI Processing/Output Format Step	Apply AI-driven threat detection, automate firewall and access control updates, and produce compliance and security effectiveness reports.

Skills

General
Human
Technology

Network Security Fundamentals
Risk Assessment and Management
Security Policy Development
Analytical Thinking
Attention to Detail
Collaboration
Firewall and Intrusion Detection/Prevention Systems
VPN and Encryption Technologies
Network Protocols and Architecture
Security Information and Event Management (SIEM)
Operating System and Firmware Security

Provide expert recommendations for network capacity planning and technology upgrades aligned with corporate growth strategies	35%	3.23%	$130K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: generate capacity planning insights and technology upgrade scenarios based on historical and forecast data.
Copilot Researcher Agent	Prompt: summarize recent advances and best practices in telecom capacity planning and upgrade technologies.
Facilitator Agent (Teams)	Prompt: capture discussion points, decisions, and action items during strategic capacity planning meetings.
Configured Workflow
Copilot Analyst Agent	Analyze historical capacity and performance data to generate forecasts and upgrade recommendations.
Copilot Researcher Agent	Research market trends and emerging technologies relevant to planned network upgrades and produce briefs.
Copilot Visual Creator	Create presentation-ready visuals and capacity planning roadmaps to aid strategic discussions.
Copilot Agent
Conversational Design Step	Guide discussions on current capacity status, growth forecasts, and upgrade preferences to tailor recommendations.
Tools/Data Integration Step	Pull historical performance data and forecast models using Copilot Studio connections and Azure AI Foundry analytics components.
AI Processing/Output Format Step	Generate data-driven capacity forecasts and prioritized upgrade plans aligned with business strategy using AI-driven scenario analysis.

Skills

General
Human
Technology

Network Capacity Planning
Telecom Infrastructure Design
Technology Trend Analysis
Strategic Thinking
Collaboration and Stakeholder Management
Effective Communication
Network Performance Monitoring Tools
Simulation and Modeling Software
Network Protocols and Standards

Coordinate cross-functional teams during network deployment projects to ensure successful implementation within timelines	25%	3.23%	$93K

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: create a detailed deployment project plan with task assignments, dependencies, and timeline tracking.
Facilitator Agent (Teams)	Prompt: generate meeting minutes and track follow-up actions from cross-team coordination calls.
Copilot Prompt Coach	Prompt: improve the clarity and effectiveness of communication and progress update prompts across teams.
Configured Workflow
Project Manager Agent (Planner)	Translate project goals into structured plans, assign tasks, and monitor cross-team progress automatically.
Facilitator Agent (Teams)	Generate live meeting summaries and action items to keep teams aligned and accountable.
Community Agent (Viva Engage)	Support ongoing team collaboration by answering questions and sharing resources across deployment communities.
Copilot Agent
Conversational Design Step	Collect project milestones, team assignments, and dependencies through interactive planning conversations.
Tools/Data Integration Step	Integrate with project management platforms and communication tools such as Microsoft Project and Teams via Copilot Studio.
AI Processing/Output Format Step	Generate dynamic project plans, task updates, and collaboration reminders, adjusting schedules based on status inputs.

Skills

General
Human
Technology

Project Management
Network Architecture and Design
Risk Management
Communication
Leadership
Collaboration
Network Management Systems (NMS)
Workflow and Collaboration Tools
Telecommunications Network Protocols

Lead root cause analysis and post-incident reviews to improve network reliability and incident response processes	40%	3.23%	$149K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze incident data to identify root cause patterns and suggest reliability improvement measures.
Facilitator Agent (Teams)	Prompt: document post-incident review meetings by capturing findings, lessons learned, and corrective actions.
Copilot Writing Coach	Prompt: assist in drafting clear and structured incident reports and follow-up plans.
Configured Workflow
Copilot Analyst Agent	Aggregate incident data and synthesize root cause analysis reports highlighting key findings.
Facilitator Agent (Teams)	Facilitate post-incident review meetings with real-time transcription and assignment of improvement actions.
Copilot Writing Coach	Enhance clarity and professional tone of incident review documentation and distribute summaries.
Copilot Agent
Conversational Design Step	Facilitate structured review discussions prompting for incident details, impact assessment, and lessons learned.
Tools/Data Integration Step	Access incident records and monitoring logs through ServiceNow and similar systems integrated via Copilot Studio.
AI Processing/Output Format Step	Synthesize incident data with AI analytics to generate root cause reports and actionable improvement recommendations.

Skills

General
Human
Technology

Root Cause Analysis
Incident Management
Network Diagnostics and Troubleshooting
Critical Thinking
Communication Skills
Collaboration and Teamwork
Network Monitoring Tools
Network Protocols and Architectures
Incident Response Systems

Mentor and develop junior network engineers to build team technical capabilities and succession pipelines	10%	3.23%	$37K

Take Action

Out-of-the-Box
Copilot Learning Coach	Prompt: recommend personalized learning paths and resources for junior engineers based on skill gaps.
Viva Learning Copilot	Prompt: build and curate structured learning collections tailored to network engineering competencies and goals.
Community Agent (Viva Engage)	Prompt: facilitate Q&A and knowledge sharing within the network engineering community to support junior staff development.
Configured Workflow
Copilot Learning Coach	Recommend personalized learning paths and summarize relevant courses tailored to junior engineers' roles.
Viva Learning Copilot	Build and manage structured learning collections and milestones to track skill development progress.
Community Agent (Viva Engage)	Facilitate knowledge sharing and Q&A sessions within the engineering community to support peer learning.
Copilot Agent
Conversational Design Step	Query mentees' current skill levels, learning goals, and preferred learning styles to customize coaching interaction.
Tools/Data Integration Step	Leverage AI-powered learning platforms like Viva Learning Copilot connected to curated training content and progress tracking.
AI Processing/Output Format Step	Recommend personalized learning paths, generate summaries of learning outcomes, and suggest next best competency-building activities.

Skills

General
Human
Technology

Technical Knowledge of Network Engineering
Coaching and Mentoring
Training Program Development
Communication
Leadership
Empathy
Network Simulation and Emulation Tools
Network Monitoring and Diagnostic Tools
Collaboration Platforms

Drive innovation by evaluating and piloting emerging network technologies such as SDN, NFV, and automation tools	20%	3.23%	$74K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: research and summarize emerging network technologies and their potential impacts on telecom infrastructure.
Copilot Idea Coach	Prompt: generate, cluster, and refine innovative ideas for pilot projects and technology adoption strategies.
Facilitator Agent (Teams)	Prompt: capture brainstorming session outcomes and coordinate follow-up innovation project tasks.
Configured Workflow
Copilot Researcher Agent	Conduct multi-source research on emerging technologies and compile comparative analysis with citations.
Copilot Idea Coach	Facilitate ideation sessions generating and refining concepts for proof-of-concept pilots.
Copilot Visual Creator	Visualize early architecture designs and experimental workflows to support innovation discussions.
Copilot Agent
Conversational Design Step	Solicit user input on innovation goals, technology areas of interest, and evaluation criteria in guided brainstorming dialogs.
Tools/Data Integration Step	Integrate with simulation environments and analytic platforms through Copilot Studio to test and evaluate technologies.
AI Processing/Output Format Step	Generate evaluation reports with simulation results, risk assessments, and recommendation summaries for pilot projects.

Skills

General
Human
Technology

Network Architecture Design
Technology Evaluation and Assessment
Project Management
Critical Thinking
Collaboration
Communication Skills
Software Defined Networking (SDN)
Network Functions Virtualization (NFV)
Automation and Orchestration Tools
Scripting and Programming

Ensure compliance with telecom regulatory requirements and internal policies across network engineering practices	30%	3.23%	$111K

Take Action

Out-of-the-Box
Knowledge Agent (SharePoint)	Prompt: organize and surface up-to-date regulatory and policy content to ensure compliance awareness in network operations.
Copilot Researcher Agent	Prompt: summarize recent regulatory updates and their implications for telecom network engineering.
Copilot Writing Coach	Prompt: assist in drafting compliance reports and policy update communications.
Configured Workflow
Copilot Researcher Agent	Summarize updated telecom regulations and internal policy changes relevant to network engineering.
Knowledge Agent (SharePoint)	Maintain and curate compliance content libraries to enable authoritative and AI-consumable resources.
Facilitator Agent (Teams)	Organize and capture compliance review meetings, highlighting action points and audit trails.
Copilot Agent
Conversational Design Step	Interact to identify relevant regulations, organizational policies, and compliance status to scope audit activities.
Tools/Data Integration Step	Connect to compliance management systems and policy repositories via Copilot Studio and Viva Topics for regulated content access.
AI Processing/Output Format Step	Automate compliance audits using AI engines, produce policy adherence reports, and notify users of regulatory changes.

Skills

General
Human
Technology

Regulatory Knowledge
Policy Interpretation
Risk Management
Attention to Detail
Communication Skills
Collaboration
Compliance Management Systems
Network Management Platforms
Documentation and Reporting Tools

Collaborate with service delivery and customer support teams to resolve escalated network service issues and improve customer satisfaction	35%	3.23%	$130K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: document cross-team issue resolution meetings, capturing key decisions and next steps to speed up problem solving.
Copilot Researcher Agent	Prompt: summarize best practices and internal case histories for resolving common network service escalations.
Copilot Writing Coach	Prompt: help draft clear and empathetic customer communication updates on network issue status and resolution.
Configured Workflow
Copilot Analyst Agent	Analyze customer issue data and support tickets to identify trends and recommend resolution steps.
Facilitator Agent (Teams)	Coordinate cross-team collaboration meetings with action tracking on escalated issue resolution.
Community Agent (Viva Engage)	Provide a chatbot-enabled knowledge base to support rapid information sharing among teams.
Copilot Agent
Conversational Design Step	Capture issue details, escalation history, and desired outcomes via guided multi-turn dialogs to clarify resolution needs.
Tools/Data Integration Step	Integrate with incident management platforms and chatbot communication tools including ServiceNow and Zendesk via Copilot Studio.
AI Processing/Output Format Step	Analyze incident data, generate prioritized resolution steps, and provide real-time status updates to stakeholders.

Skills

General
Human
Technology

Network Troubleshooting
Incident Management
Service Delivery Coordination
Communication Skills
Teamwork
Problem-Solving
Network Management Systems
Core and Transport Network Technologies
Ticketing and Escalation Tools

Participate in vendor selection and contract negotiations for network equipment and services	15%	3.23%	$56K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze vendor performance data and generate comparative spend and value reports to support negotiation decisions.
Copilot Researcher Agent	Prompt: summarize vendor market positioning, product capabilities, and industry reviews for key suppliers.
Copilot Writing Coach	Prompt: draft and refine negotiation briefs and communication plans with vendors.
Configured Workflow
Copilot Researcher Agent	Compile supplier performance data and industry benchmarks into comparative analysis reports.
Copilot Analyst Agent	Perform spend analytics and scenario analysis to identify optimal procurement strategies.
Copilot Writing Coach	Assist in drafting negotiation proposals and contract summaries for clear communication.
Copilot Agent
Conversational Design Step	Elicit negotiation priorities, vendor selection criteria, and budget constraints through structured conversational prompts.
Tools/Data Integration Step	Access spend analytics and supplier evaluation databases via Copilot Studio connected to procurement systems.
AI Processing/Output Format Step	Generate comparative vendor insights, risk assessments, and negotiation strategy recommendations supported by spend data analysis.

Skills

General
Human
Technology

Vendor Evaluation
Contract Negotiation
Telecommunications Networking Knowledge
Effective Communication
Collaboration
Conflict Resolution
Project Management Tools
Contract Management Systems
Network Equipment Technologies

Facilitate knowledge sharing sessions and cross-team workshops to promote best practices in network engineering	20%	3.23%	$74K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: generate meeting summaries and track action items from knowledge sharing and workshop sessions.
Community Agent (Viva Engage)	Prompt: curate relevant resources and help manage Q&A threads to boost ongoing knowledge exchange.
Knowledge Agent (SharePoint)	Prompt: organize and update best practice documents and session outputs for easy enterprise access.
Configured Workflow
Facilitator Agent (Teams)	Support session planning, generate real-time notes, and track follow-up actions during workshops.
Community Agent (Viva Engage)	Curate and promote best practice content in communities to sustain engagement and knowledge retention.
Knowledge Agent (SharePoint)	Ensure structured and searchable repositories of best practices and workshop outputs.
Copilot Agent
Conversational Design Step	Invite participants to specify session goals, topics, and formats using interactive prompts to tailor facilitation.
Tools/Data Integration Step	Utilize collaboration platforms like Microsoft Teams integrated with Copilot Studio for session scheduling and content curation.
AI Processing/Output Format Step	Summarize discussions, curate best practice documents, and distribute knowledge artifacts automatically post-session.

Skills

General
Human
Technology

Technical Knowledge of Network Engineering
Workshop Facilitation
Curriculum and Content Development
Communication
Collaboration
Active Listening
Network Simulation and Diagnostic Tools
Collaboration Platforms
Presentation Software

Develop automation scripts and integrate network management tools to streamline repetitive engineering tasks	70%	10.75%	$865K

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: assist in drafting and optimizing network automation scripts by suggesting code snippets and bug fixes.
Copilot Prompt Coach	Prompt: help write clear and effective prompts for generating automation workflows in code editors and scripting tools.
Facilitator Agent (Teams)	Prompt: capture progress and blockers related to automation development and coordinate feedback sessions.
Configured Workflow
GitHub Copilot Coding Agent	Autonomously generate, refactor and validate automation scripts supporting network management workflows.
Copilot Analyst Agent	Analyze operational data to identify high-impact areas for automation and efficiency gains.
Project Manager Agent (Planner)	Manage and track automation development tasks, dependencies, and release schedules.
Copilot Agent
Conversational Design Step	Prompt engineers to describe task workflows and desired automation outcomes to aid script generation and integration planning.
Tools/Data Integration Step	Connect to network orchestration tools, scripting platforms like Ansible, and code repositories through Copilot Studio and GitHub Copilot Coding Agent.
AI Processing/Output Format Step	Generate, test, and validate scripts with AI coding assistance and automate integration of workflows into network management systems.

Skills

General
Human
Technology

Scripting and Programming
Network Protocols and Architecture Knowledge
Systems Integration
Problem Solving
Collaboration
Attention to Detail
Programming Languages
Network Management Platforms
Configuration Management and Automation Frameworks

Conduct network capacity and performance audits to identify bottlenecks and areas for optimization	50%	10.75%	$618K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze network traffic and performance data to identify bottlenecks with recommended corrective actions.
Copilot Visual Creator	Prompt: generate visual audit reports, highlighting bottlenecks and performance trends for stakeholder presentations.
Facilitator Agent (Teams)	Prompt: document audit review meetings and track follow-up optimization initiatives.
Configured Workflow
Copilot Analyst Agent	Process and analyze network traffic and performance data to detect bottlenecks and inefficiencies.
Copilot Visual Creator	Generate clear performance dashboards and visual audit reports to support decision making.
Facilitator Agent (Teams)	Run audit review meetings producing summarized findings and assigned optimization tasks.
Copilot Agent
Conversational Design Step	Collect audit scope, timeframe, and priority metrics through question prompts to configure audit parameters.
Tools/Data Integration Step	Access network traffic data, device logs, and performance reports using Copilot Studio connections to analytic platforms.
AI Processing/Output Format Step	Apply AI-driven analytics to identify network bottlenecks, summarize findings, and recommend capacity improvements.

Skills

General
Human
Technology

Network Performance Analysis
Capacity Planning
Data Interpretation
Attention to Detail
Analytical Thinking
Effective Communication
Network Monitoring Tools Proficiency
Traffic Analysis Protocols
Network Infrastructure Knowledge

Develop disaster recovery and business continuity plans for network infrastructure to minimize service disruption	25%	3.23%	$93K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: summarize best practices and recent developments for telecom network disaster recovery planning.
Copilot Writing Coach	Prompt: draft clear and comprehensive disaster recovery and business continuity procedures.
Facilitator Agent (Teams)	Prompt: capture planning session discussions and assign responsibilities for continuity plan development.
Configured Workflow
Copilot Researcher Agent	Research best practices and regulatory requirements to inform disaster recovery plan development.
Copilot Analyst Agent	Model risk scenarios and simulate recovery options to optimize continuity strategies.
Facilitator Agent (Teams)	Coordinate plan review sessions, capturing revisions and assigning action items.
Copilot Agent
Conversational Design Step	Gather critical asset information, risk tolerance, and recovery objectives through guided conversation.
Tools/Data Integration Step	Integrate with risk modeling and compliance tools accessible through Copilot Studio and Azure AI Foundry for evidence-based planning.
AI Processing/Output Format Step	Generate risk assessments, draft disaster recovery steps, and simulate recovery scenarios using AI models.

Skills

General
Human
Technology

Disaster Recovery Planning
Business Continuity Management
Risk Assessment and Management
Project Management
Communication Skills
Collaboration
Problem-Solving
Network Architecture Knowledge
Network Protocols and Standards
Network Monitoring and Management Tools
Backup and Redundancy Technologies
Security and Compliance Knowledge

Engage in strategic planning sessions to align network engineering initiatives with long-term organizational goals	15%	1.08%	$19K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: generate data-driven strategic insights and scenario analyses to support long-term network planning discussions.
Facilitator Agent (Teams)	Prompt: summarize strategic planning meetings capturing key decisions, risks, and action plans.
Copilot Visual Creator	Prompt: create visual summaries and roadmaps reflecting strategic network engineering initiatives for executive presentations.
Configured Workflow
Copilot Analyst Agent	Analyze internal and external data to generate insights and scenario forecasts for strategic planning.
Copilot Researcher Agent	Compile market intelligence and competitor benchmark reports relevant to network strategies.
Copilot Visual Creator	Produce visual strategy maps and presentation materials to facilitate executive decision making.
Copilot Agent
Conversational Design Step	Facilitate gathering strategic priorities, constraints, and future scenarios in interactive dialogs with stakeholders.
Tools/Data Integration Step	Access business intelligence and analytics platforms, integrating data from Power BI and Azure AI Foundry for scenario modeling.
AI Processing/Output Format Step	Analyze scenarios with AI-assisted decision models to provide insights and strategic recommendations on network investments.

Skills

General
Human
Technology

Strategic Thinking
Network Architecture Design
Business Acumen
Communication Skills
Collaboration
Leadership
Network Management Frameworks
Data Analysis and Visualization Tools
Enterprise Network Technologies

Skills

General

Network Architecture Design
Routing and Switching Protocols
Network Security Principles
Network Design Interpretation
Physical Network Equipment Installation
Network Configuration and Integration
Network Performance Analysis
Network Security Management
Network Troubleshooting
Protocol Knowledge
Network Architecture Understanding
Analytical Thinking
Technical Writing
Network Architecture Knowledge
Proactive Problem Identification
Network Security Fundamentals
Risk Assessment and Management
Security Policy Development
Network Capacity Planning
Telecom Infrastructure Design
Technology Trend Analysis
Project Management
Network Architecture and Design
Risk Management
Root Cause Analysis
Incident Management
Network Diagnostics and Troubleshooting
Technical Knowledge of Network Engineering
Coaching and Mentoring
Training Program Development
Technology Evaluation and Assessment
Regulatory Knowledge
Policy Interpretation
Service Delivery Coordination
Vendor Evaluation
Contract Negotiation
Telecommunications Networking Knowledge
Workshop Facilitation
Curriculum and Content Development
Network Protocols and Architecture Knowledge
Systems Integration
Capacity Planning
Data Interpretation
Disaster Recovery Planning
Business Continuity Management
Business Acumen

Human

Problem-Solving
Collaboration and Teamwork
Effective Communication
Problem Solving
Team Collaboration
Communication Skills
Attention to Detail
Collaboration
Stress Management
Organizational Skills
Strategic Thinking
Collaboration and Stakeholder Management
Communication
Leadership
Critical Thinking
Empathy
Teamwork
Conflict Resolution
Active Listening

Technology

IP Network Design Tools
Network Operating Systems
Telecom Transport Technologies
Transport Network Protocols
Network Management Systems (NMS)
Fiber Optic Technology
Routing and Switching Technologies
Network Monitoring Tools
Firewall and Intrusion Detection Systems
Configuration Management Systems
Packet Analysis
Routing and Switching Platforms
Fault Management Systems
Diagramming and Visualization
Network Monitoring and Management Tools
Network Protocols and Architecture
Capacity Planning Methodologies
Firewall and Intrusion Detection/Prevention Systems
VPN and Encryption Technologies
Security Information and Event Management (SIEM)
Operating System and Firmware Security
Network Performance Monitoring Tools
Simulation and Modeling Software
Network Protocols and Standards
Workflow and Collaboration Tools
Telecommunications Network Protocols
Network Protocols and Architectures
Incident Response Systems
Network Simulation and Emulation Tools
Network Monitoring and Diagnostic Tools
Collaboration Platforms
Software Defined Networking (SDN)
Network Functions Virtualization (NFV)
Automation and Orchestration Tools
Scripting and Programming
Compliance Management Systems
Network Management Platforms
Documentation and Reporting Tools
Network Management Systems
Core and Transport Network Technologies
Ticketing and Escalation Tools
Project Management Tools
Contract Management Systems
Network Equipment Technologies
Network Simulation and Diagnostic Tools
Presentation Software
Programming Languages
Configuration Management and Automation Frameworks
Network Monitoring Tools Proficiency
Traffic Analysis Protocols
Network Infrastructure Knowledge
Backup and Redundancy Technologies
Security and Compliance Knowledge
Network Management Frameworks
Data Analysis and Visualization Tools
Enterprise Network Technologies

Telecom AI Impact Analysis Work. Reinvented: What Your Data Tells You

Software Developer

Work Intelligence™

Your organization is now equipped with Work Intelligence™— a live layer of data that quantifies opportunity across roles, tasks, and teams

Tasks

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Skills

Technical Support Associate

Work Intelligence™

Your organization is now equipped with Work Intelligence™— a live layer of data that quantifies opportunity across roles, tasks, and teams

Tasks

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Take Action

Skills

Telecom AI Impact Analysis

Work. Reinvented: What Your Data Tells You