Retail 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.

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Store Manager

Grade:: L5
Headcount:: 100
Band:: $140,000

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)	36.42% of total work is ready for automation
Annual Salary Exposure	$14,000,000 across analyzed roles
Total Potential Savings	$5,098,870 unlocked by automating tasks
Operational Efficiency Index (OEI)	25.40% potential impact on overall operational efficiency
Velocity of Output (VOI)	25.85% increase in delivery speed
Capacity Increase from Task Consolidation (CITC)	14.60% 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

Develop and communicate the strategic vision to management and associates to align store operations with company objectives.	20%	10.64%	$298K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Please analyze internal and market data to generate a strategic vision summary highlighting key trends and alignment with company goals.
Viva Engage Copilot	Prompt: Draft and refine clear, engaging communication posts of the strategic vision tailored for management and associates.
Copilot Visual Creator	Prompt: Create a presentation with visuals and diagrams that clearly illustrate the strategic vision for upcoming leadership and staff meetings.
Configured Workflow
Copilot Analyst Agent	Ingests and analyzes internal and market data to generate insights supporting strategic vision development.
Copilot Writing Coach	Helps draft clear, compelling communication materials such as vision statements and executive summaries.
Facilitator Agent (Teams)	Facilitates virtual meetings with real-time note-taking and action item generation to communicate the vision effectively.
Copilot Agent
Conversational Design Step	Guide users through a dialogue that gathers current strategic goals, target audience, and key messaging points for alignment.
Tools/Data Integration Step	Integrate enterprise data sources like Power BI, Microsoft Teams, and internal market research datasets.
AI Processing/Output Format Step	Generate data-driven strategic insights and create clear communication briefs and presentation decks for distribution.

Skills

General
Human
Technology

Strategic Planning
Business Acumen
Change Management
Communication
Leadership
Influence and Persuasion
Presentation Skills
Enterprise Resource Planning (ERP) Systems
Communication Platforms

Supervise and mentor management and hourly associates to improve engagement, reduce turnover, and enhance workforce capabilities.	30%	4.26%	$179K

Take Action

Out-of-the-Box
Copilot Learning Coach	Prompt: Recommend personalized learning paths and resources for associates to support engagement and capability development.
Facilitator Agent (Teams)	Prompt: Capture meeting notes, action items, and follow-ups during mentoring sessions to ensure accountability and progress tracking.
Copilot Writing Coach	Prompt: Draft clear and motivating feedback and coaching messages for associates based on engagement and performance data.
Configured Workflow
Copilot Analyst Agent	Analyzes employee engagement data and trends to identify opportunities for targeted mentorship.
Copilot Writing Coach	Assists in crafting personalized coaching communications and feedback messages to associates.
Facilitator Agent (Teams)	Supports scheduling and facilitating mentoring sessions with real-time documentation of discussions and follow-ups.
Copilot Agent
Conversational Design Step	Collect feedback on employee development needs and schedule mentoring check-ins through conversational prompts.
Tools/Data Integration Step	Connect to HRIS and engagement analytics platforms to access workforce data and schedule mentoring sessions.
AI Processing/Output Format Step	Analyze engagement trends and recommend personalized coaching and development actions for managers.

Skills

General
Human
Technology

Team Leadership
Performance Management
Employee Development
Effective Communication
Empathy
Conflict Resolution
Motivational Skills
Workforce Management Systems
Communication Platforms
Learning Management Systems (LMS)

Ensure merchandise presentation accuracy including pricing, signage, inventory management, and timely replenishment to drive sales.	60%	0.43%	$36K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Analyze sales and inventory data to identify discrepancies in merchandise presentation and alert for replenishment needs.
Copilot Visual Creator	Prompt: Generate visual reports highlighting pricing accuracy, signage placement, and stock levels to share with store teams.
Facilitator Agent (Teams)	Prompt: Summarize audit meetings and assign follow-up tasks related to merchandising compliance and replenishment.
Configured Workflow
Copilot Analyst Agent	Analyzes inventory, pricing, and sales data to identify discrepancies and replenishment needs.
Copilot Visual Creator	Generates visual reports and diagrams reflecting stock levels, signage compliance, and pricing accuracy for store reviews.
Facilitator Agent (Teams)	Organizes and tracks action items from operational meetings to address presentation and inventory issues.
Copilot Agent
Conversational Design Step	Prompt users to specify store zones or product categories to audit and update merchandise presentation details.
Tools/Data Integration Step	Integrate computer vision systems, inventory databases, and pricing management tools through Copilot Studio.
AI Processing/Output Format Step	Use AI to detect presentation discrepancies, generate alerts, and suggest dynamic pricing and replenishment actions.

Skills

General
Human
Technology

Merchandising Knowledge
Inventory Management
Pricing and Signage Compliance
Attention to Detail
Team Leadership
Communication Skills
Point of Sale (POS) Systems
Inventory Management Software
Planogram Software

Analyze operational reports to ensure compliance with company policies, asset protection, safety standards, and quality controls.	55%	4.26%	$328K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Review operational reports and highlight compliance risks, safety incidents, and policy deviations with actionable insights.
Facilitator Agent (Teams)	Prompt: Generate meeting summaries capturing compliance review discussions, risk mitigation actions, and audit preparation steps.
Knowledge Agent (SharePoint)	Prompt: Retrieve and summarize up-to-date compliance policies and standards relevant to store operations for quick reference.
Configured Workflow
Copilot Analyst Agent	Aggregates and analyzes compliance and operational data to detect anomalies and risks.
Facilitator Agent (Teams)	Facilitates compliance review meetings with AI-generated real-time notes and action tracking.
Knowledge Agent (SharePoint)	Provides on-demand access to governance policies and compliance documentation for quick reference.
Copilot Agent
Conversational Design Step	Ask users to select report types and specific compliance criteria to focus the analysis scope.
Tools/Data Integration Step	Access compliance management platforms and operational report repositories via secure connectors.
AI Processing/Output Format Step	Perform anomaly detection and generate risk summaries along with recommended corrective actions.

Skills

General
Human
Technology

Operational Compliance Knowledge
Data Analysis
Risk Management
Attention to Detail
Decision-Making
Communication Skills
Report Analysis Tools
Enterprise Resource Planning (ERP) Systems
Compliance Management Software

Drive financial performance by developing and monitoring budgets, forecasting sales, controlling expenses, and executing process improvements.	50%	10.64%	$745K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Generate sales forecasts and budget variance analyses with narratives explaining key cost drivers and improvement opportunities.
Project Manager Agent (Planner)	Prompt: Develop and update financial performance improvement plans by turning goals into project tasks and timelines.
Copilot Visual Creator	Prompt: Create visual dashboards and presentation decks summarizing budget status, expense controls, and forecast trends.
Configured Workflow
Copilot Analyst Agent	Performs advanced sales forecasting and budget variance analysis using enterprise financial data.
Project Manager Agent (Planner)	Creates and updates structured plans to track budgeting and process improvement initiatives.
Facilitator Agent (Teams)	Supports financial review meetings with automated notes, task assignment, and follow-up tracking.
Copilot Agent
Conversational Design Step	Collect financial goals and forecast parameters through guided questioning to tailor budget and sales planning.
Tools/Data Integration Step	Connect financial planning tools and ERP expense databases via business copilots and APIs.
AI Processing/Output Format Step	Generate forecasts, budget variance reports, and identify process improvement opportunities automatically.

Skills

General
Human
Technology

Financial Management
Sales Forecasting
Process Improvement
Leadership
Decision-Making
Communication
Enterprise Resource Planning (ERP) Systems
Data Analysis Tools
Performance Management Software

Conduct regular meetings with associates to listen to concerns, resolve issues promptly, and maintain open communication channels.	20%	2.13%	$60K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: Capture real-time meeting notes, action items, and decisions while monitoring engagement during associate meetings.
Copilot Writing Coach	Prompt: Draft follow-up communication emails summarizing meeting outcomes and next steps for associates.
Copilot Prompt Coach	Prompt: Assist in crafting clear, empathetic dialogue prompts to facilitate open and productive meeting discussions.
Configured Workflow
Facilitator Agent (Teams)	Records meetings providing real-time transcription, action items, and summaries for easy follow-up.
Copilot Writing Coach	Assists in drafting clear communications and responses based on meeting outcomes or concerns.
Viva Engage Copilot	Helps create engaging posts and messages to foster ongoing communication and community among associates.
Copilot Agent
Conversational Design Step	Facilitate meeting scheduling and prompt users to specify topics and goals for effective session planning.
Tools/Data Integration Step	Integrate calendar tools with meeting platforms and transcription/sentiment analysis APIs.
AI Processing/Output Format Step	Automatically transcribe meetings, analyze sentiment, and generate action item summaries with follow-up reminders.

Skills

General
Human
Technology

Conflict Resolution
Meeting Facilitation
Active Listening
Effective Communication
Empathy
Team Leadership
Collaboration Tools Usage

Lead community outreach programs and represent the company in external media and public relations activities.	15%	4.26%	$89K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: Summarize recent media trends and public sentiment relevant to community outreach programs with credible citations.
Copilot Writing Coach	Prompt: Draft press releases, social media posts, and public statements aligned with company messaging and community goals.
Viva Engage Copilot	Prompt: Refine and optimize community engagement posts for maximum impact across online platforms.
Configured Workflow
Copilot Researcher Agent	Researches media trends, public sentiment, and best practices to inform outreach strategies.
Copilot Writing Coach	Drafts clear, persuasive press releases and social media content for outreach campaigns.
Viva Engage Copilot	Assists in managing and publishing community posts aligned with outreach objectives to maximize engagement.
Copilot Agent
Conversational Design Step	Elicit objectives and key messages for outreach activities and select target communities or media channels.
Tools/Data Integration Step	Connect to media monitoring platforms and social media management systems for sentiment and trend data.
AI Processing/Output Format Step	Generate content drafts, sentiment analyses, and media engagement reports to support outreach efforts.

Skills

General
Human
Technology

Community Engagement
Public Relations Management
Media Relations
Verbal Communication
Interpersonal Skills
Leadership
Social Media Platforms
Presentation Software
Customer Relationship Management (CRM) Systems

Participate in talent planning, recruiting, mentoring, performance evaluations, and succession planning processes to build a skilled workforce.	45%	6.38%	$402K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Analyze workforce performance and skill data to identify talent gaps and recommend candidates for promotion or mentoring focus.
Copilot Writing Coach	Prompt: Prepare performance evaluation summaries and personalized feedback statements to support review discussions.
Copilot Learning Coach	Prompt: Recommend role-specific learning paths to support talent development and succession readiness.
Configured Workflow
Copilot Analyst Agent	Analyzes workforce data to identify performance trends and potential succession candidates.
Copilot Writing Coach	Supports drafting evaluation reports, feedback summaries, and mentoring plans.
Project Manager Agent (Planner)	Organizes hiring and mentoring workflows, tracking progress against talent development goals.
Copilot Agent
Conversational Design Step	Collect candidate profiles, performance data, and succession criteria through guided prompts.
Tools/Data Integration Step	Connect recruitment and HR performance management systems and integrate internal talent databases.
AI Processing/Output Format Step	Analyze candidate suitability, generate performance evaluation summaries, and recommend succession plans.

Skills

General
Human
Technology

Talent Acquisition Management
Performance Management
Succession Planning
Communication Skills
Leadership
Emotional Intelligence
Applicant Tracking Systems (ATS)
Human Resource Information Systems (HRIS)
Data Analysis Tools

Implement and champion the Academy training program to maintain high operational standards and support employee development.	40%	0.43%	$24K

Take Action

Out-of-the-Box
Copilot Learning Coach	Prompt: Create and suggest personalized training plans and learning resources aligned with the Academyâ€™s operational standards.
Facilitator Agent (Teams)	Prompt: Document training session outcomes, track completion progress, and assign follow-up tasks for continuous learning.
Viva Learning Copilot	Prompt: Curate and recommend relevant course collections to employees for skill enhancement tied to operational requirements.
Configured Workflow
Copilot Learning Coach	Recommends personalized learning paths and summarizes course materials to support employee development.
Viva Learning Copilot	Builds structured training collections and monitors employee progress automatically.
Copilot Writing Coach	Assists in communicating training updates and program benefits to associates.
Copilot Agent
Conversational Design Step	Guide users to specify training objectives and employee groups for targeted program delivery.
Tools/Data Integration Step	Integrate learning management systems and training progress tracking platforms.
AI Processing/Output Format Step	Personalize learning path recommendations and automate progress reporting for managers and associates.

Skills

General
Human
Technology

Training Program Management
Operational Standards Knowledge
Employee Development
Leadership
Communication
Change Management
Learning Management Systems (LMS)
Data Analysis Tools
Retail Operations Software

Model and enforce proper customer service practices to guarantee timely resolution of customer needs and complaints within company standards.	35%	1.28%	$63K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: Draft professional and empathetic customer service templates and communication for complaint resolution.
Copilot Analyst Agent	Prompt: Analyze customer interaction data to identify areas for service improvement and adherence to company standards.
Facilitator Agent (Teams)	Prompt: Summarize customer service review meetings and track assigned action items for quality assurance.
Configured Workflow
Copilot Analyst Agent	Analyzes customer service interaction data to identify quality gaps and improvement opportunities.
Copilot Writing Coach	Helps generate standard customer communication templates and coaching materials.
Facilitator Agent (Teams)	Facilitates team meetings focused on customer service training and feedback with automated notes.
Copilot Agent
Conversational Design Step	Prompt users to define customer interaction scenarios needing support and escalation guidelines.
Tools/Data Integration Step	Connect customer service ticketing and CRM platforms with chatbot and analytics tools.
AI Processing/Output Format Step	Deploy AI chatbots for handling inquiries, analyze interaction quality, and produce customer service performance insights.

Skills

General
Human
Technology

Customer Service Management
Complaint Resolution
Performance Monitoring
Communication
Empathy
Leadership
Conflict Resolution
Customer Relationship Management (CRM) Systems
Point of Sale (POS) Systems
Reporting and Analytics Tools

Maintain a workplace environment that fosters respect, integrity, ethics, and belonging integrated into all organizational programs and practices.	10%	8.51%	$119K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Analyze employee sentiment and culture survey data to identify trends affecting workplace inclusivity and ethics.
Viva Engage Copilot	Prompt: Draft engaging internal communications promoting respect, integrity, and belonging initiatives for all employees.
Knowledge Agent (SharePoint)	Prompt: Retrieve and summarize company ethics policies and diversity guidelines for easy reference during training and discussions.
Configured Workflow
Copilot Analyst Agent	Monitors sentiment analysis and diversity metrics to assess workplace culture and ethics adherence.
Knowledge Agent (SharePoint)	Provides quick access to corporate policies, ethical guidelines, and inclusion resources.
Copilot Writing Coach	Supports clear communication of culture initiatives and ethics messaging across the organization.
Copilot Agent
Conversational Design Step	Ask users to describe workplace culture indicators and target areas for diversity and inclusion monitoring.
Tools/Data Integration Step	Access employee survey platforms and communication archives for sentiment analysis integration.
AI Processing/Output Format Step	Analyze sentiment trends, detect bias patterns in communications, and generate culture enhancement recommendations.

Skills

General
Human
Technology

Ethical Leadership
Diversity and Inclusion Management
Organizational Culture Development
Emotional Intelligence
Effective Communication
Conflict Resolution
HR Information Systems (HRIS)
Workplace Compliance Software
Employee Engagement Platforms

Monitor daily store operations to ensure efficient workflow, optimize resource allocation, and deliver consistent customer experience.	55%	4.26%	$328K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Provide real-time analysis and alerts on store operations metrics, resource usage, and workflow bottlenecks.
Facilitator Agent (Teams)	Prompt: Record and summarize daily operational meetings, highlighting decisions and follow-up tasks for efficiency improvements.
Copilot Visual Creator	Prompt: Generate dashboards and visual reports that clearly display operational KPIs and resource allocation.
Configured Workflow
Copilot Analyst Agent	Processes real-time operational data to detect inefficiencies and resource allocation needs.
Facilitator Agent (Teams)	Supports operational stand-ups and reviews with live note-taking and action item tracking.
Project Manager Agent (Planner)	Manages task lists and schedules to address workflow optimizations and resource deployment.
Copilot Agent
Conversational Design Step	Guide users to specify operational KPIs, shift schedules, and resource constraints for monitoring setup.
Tools/Data Integration Step	Integrate workforce management systems, real-time operational dashboards, and resource planning tools.
AI Processing/Output Format Step	Apply AI models for schedule optimization, anomaly detection, and automated operational alerts.

Skills

General
Human
Technology

Operational Management
Resource Allocation
Customer Experience Management
Leadership
Communication Skills
Problem-Solving
Retail Management Systems
Data Analysis Tools
Workforce Management Software

Evaluate economic and market trends to adjust merchandising and pricing strategies that maximize sales and competitiveness.	50%	4.26%	$298K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: Summarize recent market reports and competitor pricing trends with data-driven recommendations for merchandising adjustments.
Copilot Analyst Agent	Prompt: Analyze sales and pricing data to forecast impacts of strategy changes and identify optimal pricing points.
Copilot Visual Creator	Prompt: Create presentations visualizing market trends and pricing scenarios for stakeholder review.
Configured Workflow
Copilot Researcher Agent	Conducts research on market trends, competitor pricing, and merchandising best practices.
Copilot Analyst Agent	Analyzes sales and pricing data to recommend adjustments based on economic insights.
Copilot Visual Creator	Creates visual representations of pricing scenarios and merchandising options for review and planning.
Copilot Agent
Conversational Design Step	Engage users to specify market segments and competitors of interest to tailor trend evaluation.
Tools/Data Integration Step	Connect market data platforms, competitor pricing feeds, and internal sales analytics tools.
AI Processing/Output Format Step	Use AI for trend analysis, price elasticity modeling, and generate merchandising adjustment recommendations.

Skills

General
Human
Technology

Market Analysis
Pricing Strategy Development
Merchandising Knowledge
Critical Thinking
Communication Skills
Collaboration
Data Analysis Tools
Retail Management Systems
Business Intelligence Platforms

Drive continuous improvement by embracing new technologies, processes, and skills while supporting associates through organizational change.	30%	6.38%	$268K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: Research and summarize emerging retail technologies and best practices for process improvements.
Copilot Learning Coach	Prompt: Recommend learning resources and development plans to help associates adapt to new tools and changes.
Viva Engage Copilot	Prompt: Draft change communication posts that clearly explain new initiatives and gather associate feedback.
Configured Workflow
Copilot Idea Coach	Facilitates structured brainstorming sessions to generate and refine improvement ideas.
Copilot Learning Coach	Recommends learning paths and content for new skills needed in ongoing transformation efforts.
Facilitator Agent (Teams)	Documents change management meetings focusing on adoption and feedback collection.
Copilot Agent
Conversational Design Step	Prompt users to identify change initiatives, impacted roles, and feedback collection preferences.
Tools/Data Integration Step	Integrate user feedback tools, adoption analytics platforms, and internal communication systems.
AI Processing/Output Format Step	Analyze change impact, automate feedback synthesis, and produce actionable change management insights.

Skills

General
Human
Technology

Change Management
Process Improvement
Training and Development
Leadership
Communication
Empathy
Technology Adoption
Performance Management Systems
Collaboration Tools

Build and maintain strong collaborative relationships with community leaders, media representatives, and corporate stakeholders to support store goals.	20%	6.38%	$179K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: Compile profiles and recent communications from key community and corporate stakeholders for relationship-building insights.
Viva Engage Copilot	Prompt: Create and refine engagement messages tailored to diverse community and stakeholder audiences to enhance collaboration.
Copilot Writing Coach	Prompt: Draft professional correspondence to maintain regular dialogue and support ongoing relationships.
Configured Workflow
Copilot Researcher Agent	Researches key stakeholders, trending topics, and community activities to inform engagement plans.
Copilot Writing Coach	Assists in drafting personalized outreach messages and status updates for stakeholder communications.
Viva Engage Copilot	Manages community posts and discussions to foster ongoing relationships and information sharing.
Copilot Agent
Conversational Design Step	Guide users to log relationship intents, contact priorities, and engagement frequency through conversation prompts.
Tools/Data Integration Step	Connect CRM platforms and social listening tools for relationship insights and tracking.
AI Processing/Output Format Step	Provide AI-driven engagement recommendations, contact prioritization, and relationship health summaries.

Skills

General
Human
Technology

Stakeholder Relationship Management
Community Engagement
Strategic Communication
Interpersonal Communication
Negotiation
Emotional Intelligence
Collaboration
Customer Relationship Management (CRM) Systems
Media Monitoring Tools
Collaboration Platforms

Ensure compliance with company policies by proactively addressing complex compliance issues and holding associates accountable for standards.	50%	6.38%	$447K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Monitor compliance data to detect breaches or risks, and generate alerts with recommended corrective actions.
Facilitator Agent (Teams)	Prompt: Summarize compliance issue discussions and document accountability actions during team and audit meetings.
Knowledge Agent (SharePoint)	Prompt: Retrieve and update associates on relevant, authoritative compliance policies and standards.
Configured Workflow
Copilot Analyst Agent	Monitors compliance data to identify issues and trigger alerts for proactive management.
Facilitator Agent (Teams)	Supports compliance review and resolution meetings with AI-generated minutes and action tracking.
Knowledge Agent (SharePoint)	Provides curated, authoritative access to compliance policies and incident documentation.
Copilot Agent
Conversational Design Step	Prompt users to specify areas of compliance focus and report incidents or concerns needing follow-up.
Tools/Data Integration Step	Integrate compliance monitoring systems, case management tools, and policy repositories.
AI Processing/Output Format Step	Automatically detect compliance violations, generate investigation case reports, and track resolution status.

Skills

General
Human
Technology

Compliance Management
Problem Solving
Accountability Enforcement
Leadership
Communication Skills
Conflict Resolution
Policy Management Systems
Incident Reporting Tools

Resolve operational conflicts and workforce issues by applying effective conflict resolution techniques and ensuring open communication.	25%	4.26%	$149K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: Draft clear, empathetic communications to mediate conflicts and promote resolution among associates.
Facilitator Agent (Teams)	Prompt: Capture key points and action items during conflict resolution meetings to ensure clear follow-up.
Copilot Analyst Agent	Prompt: Analyze sentiment and interaction data from workforce communications to identify potential conflict triggers.
Configured Workflow
Copilot Analyst Agent	Analyzes sentiment and behavioral data to predict and highlight potential conflicts proactively.
Copilot Writing Coach	Helps craft sensitive and clear communications to resolve conflicts and clarify expectations.
Facilitator Agent (Teams)	Facilitates conflict resolution meetings with note-taking and next-step tracking.
Copilot Agent
Conversational Design Step	Collect contextual conflict details and user preferences for resolution style through empathetic questioning.
Tools/Data Integration Step	Connect workforce analytics platforms and communication tools to monitor sentiment and conflict signals.
AI Processing/Output Format Step	Analyze sentiment trends, predict conflict escalation, and recommend tailored mediation actions.

Skills

General
Human
Technology

Conflict Resolution
Effective Communication
Workforce Management
Emotional Intelligence
Problem Solving
Negotiation
HR Information Systems (HRIS)
Operational Reporting Tools

Forecast resource needs and adjust staffing levels to meet fluctuating store traffic and operational demands efficiently.	60%	8.51%	$715K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Analyze historical store traffic and sales data to forecast labor needs and suggest optimal staffing schedules.
Facilitator Agent (Teams)	Prompt: Summarize staffing planning meetings and automate assignment of schedule adjustments and shift swaps.
Copilot Visual Creator	Prompt: Create visual staffing models and shift plans to communicate resource allocation clearly.
Configured Workflow
Copilot Analyst Agent	Uses historical data and real-time inputs to forecast labor demands accurately.
Project Manager Agent (Planner)	Schedules and adjusts staffing plans dynamically based on forecasting outputs.
Facilitator Agent (Teams)	Coordinates shift planning meetings and documents staffing decisions and adjustments.
Copilot Agent
Conversational Design Step	Prompt users to define forecasting parameters including time frames, store zones, and staffing constraints.
Tools/Data Integration Step	Integrate labor scheduling software, traffic data inputs, and historical staffing databases.
AI Processing/Output Format Step	Apply AI demand forecasting to optimize shift schedules and automate real-time staffing adjustments.

Skills

General
Human
Technology

Workforce Planning
Data Analysis
Scheduling and Rostering
Decision Making
Communication Skills
Leadership
Workforce Management Software
Point of Sale (POS) and Sales Reporting Systems
Spreadsheet and Data Visualization Tools

Conduct store walkthroughs and audits to monitor visual merchandising, cleanliness, safety, and operational standards.	45%	2.13%	$134K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: Capture detailed notes, action items, and audit checklists during store walkthroughs to streamline reporting.
Copilot Visual Creator	Prompt: Generate visual audit reports with annotated images and key findings for store teams.
Copilot Analyst Agent	Prompt: Analyze audit data over time to identify recurring issues and track compliance improvements.
Configured Workflow
Copilot Analyst Agent	Processes audit data and highlights deviations or non-compliance in real-time.
Copilot Visual Creator	Generates visual summaries and reports for quick assessment of store status.
Facilitator Agent (Teams)	Facilitates audit review meetings with automated note-taking and follow-up tracking.
Copilot Agent
Conversational Design Step	Guide users to specify audit focus areas and enter observational notes using conversational prompts during walkthroughs.
Tools/Data Integration Step	Connect to computer vision audit tools and inspection checklist management systems.
AI Processing/Output Format Step	Automatically evaluate compliance with standards, generate audit reports, and highlight areas needing immediate attention.

Skills

General
Human
Technology

Visual Merchandising Knowledge
Safety Compliance
Operational Standards Understanding
Attention to Detail
Communication Skills
Problem-Solving
Leadership
Audit and Inspection Software Proficiency
Mobile Device Utilization

Resolve customer escalations and complaints promptly to protect store reputation and retain customer loyalty.	40%	4.26%	$239K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: Draft personalized, empathetic responses and communication templates for resolving customer complaints quickly.
Copilot Analyst Agent	Prompt: Analyze customer feedback and escalation data to identify trends and improve service recovery processes.
Facilitator Agent (Teams)	Prompt: Document escalation case discussions and ensure follow-up actions are assigned and tracked.
Configured Workflow
Copilot Analyst Agent	Analyzes customer sentiment and escalation patterns to prioritize cases for resolution.
Copilot Writing Coach	Assists in drafting empathetic, clear response templates and communication.
Facilitator Agent (Teams)	Supports coordination and tracking of escalation resolution actions and follow-ups.
Copilot Agent
Conversational Design Step	Capture customer complaint details and preferred resolution outcomes via guided conversation prompts.
Tools/Data Integration Step	Integrate customer service CRM platforms with sentiment analysis and escalation management tools.
AI Processing/Output Format Step	Classify complaint urgency, generate response templates, and automate escalation routing for timely resolution.

Skills

General
Human
Technology

Conflict Resolution
Customer Service Management
Problem-Solving
Communication Skills
Emotional Intelligence
Empathy
Customer Relationship Management (CRM) Tools
Point of Sale (POS) Systems
Incident Reporting Systems

Skills

General

Strategic Planning
Business Acumen
Change Management
Team Leadership
Performance Management
Employee Development
Merchandising Knowledge
Inventory Management
Pricing and Signage Compliance
Operational Compliance Knowledge
Data Analysis
Risk Management
Financial Management
Sales Forecasting
Process Improvement
Meeting Facilitation
Community Engagement
Public Relations Management
Media Relations
Talent Acquisition Management
Succession Planning
Training Program Management
Operational Standards Knowledge
Customer Service Management
Complaint Resolution
Performance Monitoring
Ethical Leadership
Diversity and Inclusion Management
Organizational Culture Development
Operational Management
Resource Allocation
Customer Experience Management
Market Analysis
Pricing Strategy Development
Training and Development
Stakeholder Relationship Management
Strategic Communication
Compliance Management
Problem Solving
Accountability Enforcement
Workforce Management
Workforce Planning
Scheduling and Rostering
Visual Merchandising Knowledge
Safety Compliance
Operational Standards Understanding

Human

Communication
Leadership
Influence and Persuasion
Presentation Skills
Effective Communication
Empathy
Conflict Resolution
Motivational Skills
Attention to Detail
Communication Skills
Decision-Making
Active Listening
Verbal Communication
Interpersonal Skills
Emotional Intelligence
Problem-Solving
Critical Thinking
Collaboration
Interpersonal Communication
Negotiation
Decision Making

Technology

Enterprise Resource Planning (ERP) Systems
Communication Platforms
Workforce Management Systems
Learning Management Systems (LMS)
Point of Sale (POS) Systems
Inventory Management Software
Planogram Software
Report Analysis Tools
Compliance Management Software
Data Analysis Tools
Performance Management Software
Collaboration Tools Usage
Social Media Platforms
Presentation Software
Customer Relationship Management (CRM) Systems
Applicant Tracking Systems (ATS)
Human Resource Information Systems (HRIS)
Retail Operations Software
Reporting and Analytics Tools
HR Information Systems (HRIS)
Workplace Compliance Software
Employee Engagement Platforms
Retail Management Systems
Workforce Management Software
Business Intelligence Platforms
Technology Adoption
Performance Management Systems
Collaboration Tools
Media Monitoring Tools
Collaboration Platforms
Policy Management Systems
Incident Reporting Tools
Operational Reporting Tools
Point of Sale (POS) and Sales Reporting Systems
Spreadsheet and Data Visualization Tools
Audit and Inspection Software Proficiency
Mobile Device Utilization
Customer Relationship Management (CRM) Tools
Incident Reporting Systems

Site Merchandising Manager

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

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)	46.62% of total work is ready for automation
Annual Salary Exposure	$10,000,000 across analyzed roles
Total Potential Savings	$4,662,000 unlocked by automating tasks
Operational Efficiency Index (OEI)	30.45% potential impact on overall operational efficiency
Velocity of Output (VOI)	22.90% increase in delivery speed
Capacity Increase from Task Consolidation (CITC)	8.23% efficiency gains from reducing task overlap and streamlining duplicated tasks
Time to Benefit Realization (TBR)	6.8 months until Benefits visible after initial deployment

Tasks

Manage site navigation, hierarchy, search, and browse functionality to ensure an engaging and frictionless customer experience.	55%	1.84%	$101K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please analyze current site navigation trends and generate recommendations to optimize hierarchy and search features for better customer engagement.
Copilot Analyst Agent	Prompt: please extract and summarize site search and navigation performance data to identify friction points and areas for improvement.
Facilitator Agent (Teams)	Prompt: please capture meeting notes and action items while discussing site navigation updates with cross-functional teams.
Configured Workflow
Copilot Analyst Agent	Ingests site analytics and user behavior data to identify navigation and search performance issues.
Azure AI Search	Deploys vector and hybrid search indexing to optimize search relevance and site browse functionality.
Copilot Studio Custom Agents	Automates updates of site hierarchy and navigation elements by integrating enterprise data and content systems.
Copilot Agent
Conversational Design Step	Guide the user through selecting navigation areas and filtering search issues or enhancement goals to tailor recommendations.
Tools/Data Integration Step	Integrate with site hierarchy management systems, search analytics platforms, and site usage data sources.
AI Processing/Output Format Step	Leverage automated taxonomy optimization and AI-powered search tuning models to suggest hierarchy updates and personalized navigation paths.

Skills

General
Human
Technology

Information Architecture
User Experience (UX) Design
Search Engine Optimization (SEO) Fundamentals
Attention to Detail
Customer Empathy
Collaboration
Content Management Systems (CMS)
Search Platform Management
Web Analytics Tools

Translate assortment and merchandising strategy into actionable site campaigns and customer-facing experiences.	40%	6.13%	$245K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: please help draft compelling copy and campaign messaging that aligns with merchandising strategies for site experience updates.
Copilot Idea Coach	Prompt: please generate and refine creative campaign ideas based on the current assortment and strategic goals.
Project Manager Agent (Planner)	Prompt: please create and assign tasks for campaign rollout, tracking dependencies and deadlines for merchandising execution.
Configured Workflow
Copilot Researcher Agent	Performs research to synthesize merchandising strategies into structured outlines for campaign planning.
Copilot Idea Coach	Facilitates ideation to generate product groupings and campaign concepts based on merchandising inputs.
Project Manager Agent (Planner)	Creates and manages detailed campaign execution plans with task assignments and timelines.
Copilot Agent
Conversational Design Step	Capture merchandising goals, campaign themes, and target audience preferences through a structured dialogue.
Tools/Data Integration Step	Connect to campaign management, product information, and dynamic content personalization engines.
AI Processing/Output Format Step	Automatically generate campaign plans, product groupings, and personalized content recommendations based on merchandising strategy and customer data insights.

Skills

General
Human
Technology

Merchandising Strategy Execution
Customer Experience Design
Campaign Management
Communication Skills
Analytical Thinking
Collaboration
Content Management Systems (CMS)
Web Analytics Tools
eCommerce Platforms
Digital Marketing Technology

Monitor and analyze site health and performance metrics to identify issues and optimize functionality.	70%	6.13%	$429K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze recent site health metrics and highlight anomalies or trends requiring operational attention.
Facilitator Agent (Teams)	Prompt: please generate real-time meeting notes and key issue summaries during site performance reviews.
Copilot Researcher Agent	Prompt: please research best practices and benchmarks related to site performance optimization with evidence summaries.
Configured Workflow
Copilot Analyst Agent	Automatically analyzes real-time site performance data and identifies key trends and anomalies.
Facilitator Agent (Teams)	Generates meeting summaries and action items from incident reviews and performance discussions.
Project Manager Agent (Planner)	Prioritizes and tracks resolution tasks generated from identified site issues and optimizations.
Copilot Agent
Conversational Design Step	Prompt users to specify performance parameters and timeframes to focus anomaly detection and insights.
Tools/Data Integration Step	Access site analytics, monitoring tools, and performance databases including real-time event and log data.
AI Processing/Output Format Step	Deploy AI-driven anomaly detection models and predictive analytics to generate alerts, root cause analysis, and optimization recommendations.

Skills

General
Human
Technology

Data Analysis
Problem-Solving
Attention to Detail
Communication Skills
Collaboration
Technical Troubleshooting
Web Analytics Platforms
Performance Monitoring Tools

Use customer data and insights to optimize brand content strategy and site features continuously.	60%	6.13%	$368K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze customer behavior data and recommend content and feature optimizations to improve engagement.
Knowledge Agent (SharePoint)	Prompt: please curate relevant customer insights and content best practices from internal documents to inform brand strategy.
Copilot Writing Coach	Prompt: please help draft updates and messaging for content strategy communications based on recent data insights.
Configured Workflow
Copilot Analyst Agent	Processes customer behavior and feedback data to surface actionable insights on content optimization.
Azure AI Search	Supports retrieval of relevant customer insights and content to refine taxonomy and personalization.
Copilot Writing Coach	Enhances and adapts brand content drafts to better align with customer preferences and tone.
Copilot Agent
Conversational Design Step	Engage users to specify target customer segments and content improvement goals for continuous optimization.
Tools/Data Integration Step	Integrate customer behavior analytics, content management systems, and CRM data platforms.
AI Processing/Output Format Step	Apply machine learning models for behavioral analysis, taxonomy refinement, and automated content personalization recommendations.

Skills

General
Human
Technology

Data Analysis
Digital Content Strategy
Customer Insight Interpretation
Critical Thinking
Collaboration
Communication
Web Analytics Platforms
A/B Testing Tools
Content Management Systems (CMS)

Collaborate with marketing, editorial, and merchant partners to plan, execute, and evaluate digital campaigns.	25%	6.13%	$153K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please generate meeting agendas, real-time notes, and action items to keep campaign coordination on track.
Project Manager Agent (Planner)	Prompt: please create and update campaign task lists, assign responsibilities, and track completion status across teams.
Copilot Writing Coach	Prompt: please draft clear and persuasive communication updates for campaign stakeholders.
Configured Workflow
Facilitator Agent (Teams)	Captures meeting notes, action items, and decisions to keep campaign collaboration aligned and documented.
Project Manager Agent (Planner)	Coordinates task assignment, dependencies and deadlines to streamline campaign execution workflow.
Community Agent (Viva Engage)	Enhances communication by summarizing threads and boosting engagement in collaborative community platforms.
Copilot Agent
Conversational Design Step	Facilitate conversation to capture campaign milestones, dependencies, and stakeholder roles.
Tools/Data Integration Step	Integrate with project management, team collaboration, and communication platforms.
AI Processing/Output Format Step	Automate task tracking, send reminders, and generate summary reports to improve campaign coordination and evaluation.

Skills

General
Human
Technology

Campaign Planning
Performance Analysis
Cross-Functional Collaboration
Communication
Project Management
Digital Marketing Platforms
Data Analytics Tools

Provide merchant partners with insights on campaign performance and customer behavior to enhance merchandising decisions.	65%	6.13%	$398K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please generate detailed reports and visual insights highlighting campaign performance and customer trends for merchant review.
Copilot Visual Creator	Prompt: please create presentation-ready visuals and dashboards summarizing key merchandising insights for stakeholders.
Facilitator Agent (Teams)	Prompt: please capture discussion points and follow-ups during merchant performance review meetings.
Configured Workflow
Copilot Analyst Agent	Ingests campaign and sales data to generate detailed performance reports and insights automatically.
Copilot Visual Creator	Creates presentation-ready visuals and dashboards to clearly communicate key trends to merchants.
Knowledge Agent (SharePoint)	Organizes and maintains report libraries and insights hubs accessible for merchant partners.
Copilot Agent
Conversational Design Step	Prompt requesters for campaign parameters, reporting periods, and key metrics of interest.
Tools/Data Integration Step	Connect with BI platforms, campaign performance databases, and customer analytics sources.
AI Processing/Output Format Step	Generate automated data-driven dashboards, highlight key trends, and produce tailored insights and recommendations.

Skills

General
Human
Technology

Data Analysis
Merchandising Knowledge
Business Intelligence
Communication Skills
Collaboration
Critical Thinking
Data Visualization Tools
Customer Analytics Platforms
Campaign Performance Measurement Systems

Develop and maintain brand content calendars integrating product launches, campaigns, and site feature releases.	30%	6.13%	$184K

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: please build and update a detailed brand content calendar with integrated launch and campaign timelines.
Copilot Writing Coach	Prompt: please draft calendar communications and reminders for content deadlines and coordination.
Facilitator Agent (Teams)	Prompt: please generate meeting notes and task updates during calendar planning sessions with stakeholders.
Configured Workflow
Project Manager Agent (Planner)	Creates and updates integrated brand content calendars with automated scheduling and reminders.
Facilitator Agent (Teams)	Generates meeting summaries and tracks calendar updates from coordination sessions.
Copilot Prompt Coach	Assists users in crafting clear calendar-related prompts to improve AI calendar management effectiveness.
Copilot Agent
Conversational Design Step	Collect schedule inputs for launches, campaigns, and updates with prioritized deadlines and dependencies.
Tools/Data Integration Step	Integrate with calendar, project management, and task tracking systems.
AI Processing/Output Format Step	Provide AI-driven scheduling suggestions, alert notifications, and automatically update calendars and reminders.

Skills

General
Human
Technology

Content Planning
Project Management
Marketing Knowledge
Communication Skills
Collaboration
Attention to Detail
Content Management Systems (CMS)
Project Management Tools
Data Analysis and Reporting Tools

Drive operational excellence by establishing effective workflows, project timelines, and quality standards for digital merchandising activities.	35%	6.13%	$215K

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: please create structured workflows with clear timelines, dependencies, and quality checkpoints for merchandising projects.
Copilot Analyst Agent	Prompt: please analyze past project data to identify bottlenecks and recommend workflow improvements.
Facilitator Agent (Teams)	Prompt: please capture action items and decisions in operational meetings to ensure alignment and accountability.
Configured Workflow
Project Manager Agent (Planner)	Automates creation of workflows, timelines, and task prioritization for merchandising projects.
Copilot Idea Coach	Supports continuous process improvement by generating and refining ideas to optimize workflows.
Facilitator Agent (Teams)	Captures decisions, quality standard agreements, and action items from team discussions.
Copilot Agent
Conversational Design Step	Interact to define workflow stages, assign tasks, and identify quality benchmarks.
Tools/Data Integration Step	Connect to workflow automation platforms, task management solutions, and quality tracking tools.
AI Processing/Output Format Step	Use AI to optimize task prioritization, generate process improvement recommendations, and perform quality assurance checks.

Skills

General
Human
Technology

Project Management
Workflow Design and Optimization
Quality Assurance and Standards Management
Time Management
Communication
Collaboration
Process Management Software
Project Management Tools
Performance Metrics and Analytics Platforms

Lead and mentor team members by setting clear objectives, providing guidance, and fostering skill development.	10%	1.84%	$18K

Take Action

Out-of-the-Box
Copilot Learning Coach	Prompt: please recommend tailored learning paths and resources for team members based on their roles and development goals.
Viva Learning Copilot	Prompt: please curate relevant training courses and summarize progress for ongoing team skill development.
Copilot Writing Coach	Prompt: please draft clear, motivating performance feedback and coaching communications.
Configured Workflow
Copilot Learning Coach	Recommends personalized learning paths and content to support ongoing team skill development.
Viva Learning Copilot	Builds structured learning collections and tracks progress aligned to individual team member goals.
Copilot Writing Coach	Helps draft clear mentoring communications and performance feedback for team members.
Copilot Agent
Conversational Design Step	Guide leaders in capturing goals, feedback points, and identifying development needs through structured dialog.
Tools/Data Integration Step	Integrate with performance management platforms and learning management systems.
AI Processing/Output Format Step	Provide AI-driven performance analytics, personalized learning recommendations, and progress tracking dashboards.

Skills

General
Human
Technology

Leadership
Performance Management
Coaching and Mentoring
Effective Communication
Emotional Intelligence
Project Management Tools
Collaboration Platforms
Conflict Resolution

Partner with stakeholders across functions to identify process improvements and scale best practices site-wide.	30%	6.13%	$184K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please capture cross-functional meeting summaries and document agreed process improvement actions.
Copilot Analyst Agent	Prompt: please analyze operational data to identify inefficiencies and recommend scalable best practices.
Community Agent (Viva Engage)	Prompt: please curate relevant knowledge articles and discussions that support process improvement initiatives.
Configured Workflow
Copilot Analyst Agent	Gathers and analyzes cross-functional data to identify inefficiencies and recommend improvements.
Facilitator Agent (Teams)	Summarizes multi-team meetings and tracks agreed process improvements and next steps.
Project Manager Agent (Planner)	Coordinates task tracking, timelines, and communication to scale best practices execution.
Copilot Agent
Conversational Design Step	Facilitate collection of feedback on pain points, bottlenecks, and suggestions through guided multi-stakeholder interaction.
Tools/Data Integration Step	Connect with collaboration platforms, issue tracking tools, and team communication channels.
AI Processing/Output Format Step	Analyze collaboration data using AI-driven analytics to identify inefficiencies and recommend scalable best practices.

Skills

General
Human
Technology

Cross-functional Collaboration
Process Improvement
Stakeholder Management
Data Analysis
Project Management
Effective Communication
Workflow Automation Tools
Collaboration Platforms
Business Intelligence Systems

Establish and govern the overall site strategy and execution in alignment with business and financial objectives.	15%	0.61%	$9K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please develop strategic insights and scenario analyses aligning site execution with business goals using enterprise data.
Copilot Researcher Agent	Prompt: please summarize competitive intelligence and market trends relevant to site strategy decisions.
Copilot Writing Coach	Prompt: please draft concise strategy documents and executive summaries for leadership review.
Configured Workflow
Copilot Researcher Agent	Conducts competitive and market intelligence research to inform site strategy development.
Copilot Analyst Agent	Synthesizes internal business data and financial performance metrics to support strategic decisions.
Copilot Visual Creator	Generates clear, presentation-ready strategic plans and dashboards for leadership communication.
Copilot Agent
Conversational Design Step	Engage decision makers to clarify strategic goals, key performance indicators, and risk considerations.
Tools/Data Integration Step	Integrate with business intelligence, competitive intelligence, and financial reporting systems.
AI Processing/Output Format Step	Generate strategic scenario analyses, market insights, and alignment reports to support governance and planning.

Skills

General
Human
Technology

Strategic Planning
Financial Acumen
Performance Measurement
Leadership
Communication
Collaboration
Data Analysis
Customer Experience (CX) Platforms
Project Management Tools

Curate and maintain accurate and compelling product content including descriptions, images, and specifications.	65%	1.84%	$120K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: please generate and refine engaging product descriptions and specifications to ensure clarity and appeal.
Copilot Visual Creator	Prompt: please create or enhance product images and visual assets using natural language prompts.
Knowledge Agent (SharePoint)	Prompt: please organize and keep product content updated, ensuring discoverability and consistency across sites.
Configured Workflow
Copilot Writing Coach	Automatically improves clarity, tone, and structure of product descriptions for consistency and appeal.
Copilot Visual Creator	Generates and edits product-related images and visuals based on natural language prompts.
Knowledge Agent (SharePoint)	Organizes and maintains product content libraries to ensure AI-generated content is accurate and accessible.
Copilot Agent
Conversational Design Step	Prompt content managers to specify product categories, content gaps, and quality standards for updates.
Tools/Data Integration Step	Connect to product information management, digital asset management, and content quality validation tools.
AI Processing/Output Format Step	Use generative AI to create descriptions, auto-tag images, check content consistency, and automate update workflows.

Skills

General
Human
Technology

Product Knowledge
Content Writing
Attention to Detail
Visual Design Sensibility
Communication Skills
Time Management
Content Management Systems (CMS)
Digital Asset Management (DAM)
Product Information Management (PIM) Systems
Basic SEO Knowledge

Optimize site taxonomy and search filters to improve product discoverability and customer navigation ease.	60%	6.13%	$368K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze search and navigation data to identify taxonomy gaps and suggest filter improvements.
Copilot Researcher Agent	Prompt: please research latest trends and best practices in site taxonomy and search optimization with summary insights.
Facilitator Agent (Teams)	Prompt: please document team discussions and decisions related to taxonomy updates and filter adjustments.
Configured Workflow
Copilot Analyst Agent	Analyzes search queries and user navigation data to identify taxonomy and filter improvement opportunities.
Azure AI Search	Implements machine learning-driven taxonomy refinement and search filter optimization for better discoverability.
Copilot Studio Custom Agents	Automates updates to taxonomy and search filter configurations by integrating backend enterprise data.
Copilot Agent
Conversational Design Step	Guide the user to identify key product attributes, popular search queries, and current navigation pain points.
Tools/Data Integration Step	Integrate search analytics, taxonomy management, and customer behavior data systems.
AI Processing/Output Format Step	Apply machine learning to analyze search patterns, refine taxonomy structures, and dynamically adjust filter options.

Skills

General
Human
Technology

Information Architecture
SEO Fundamentals
Data Analysis
Problem Solving
Customer Empathy
Collaboration
Content Management Systems (CMS)
Site Search Technologies
Web Analytics Tools

Test and troubleshoot site features and merchandising tools to ensure flawless functionality and user experience.	50%	1.84%	$92K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze logged site errors and user feedback to identify and prioritize feature issues for resolution.
Facilitator Agent (Teams)	Prompt: please capture troubleshooting session notes and track issue resolution status during team meetings.
Copilot Researcher Agent	Prompt: please summarize best practices for testing and UX optimization relevant to our merchandising tools.
Configured Workflow
Copilot Analyst Agent	Analyzes performance and error logs to detect feature malfunctions and usage anomalies automatically.
Project Manager Agent (Planner)	Creates and tracks remediation tasks and testing cycles for identified site issues.
Facilitator Agent (Teams)	Documents troubleshooting session outcomes and coordinates team follow-ups and knowledge sharing.
Copilot Agent
Conversational Design Step	Collect symptom descriptions, error instances, and testing priorities from the user via guided troubleshooting dialogs.
Tools/Data Integration Step	Connect with automated testing suites, bug tracking systems, and user experience monitoring tools.
AI Processing/Output Format Step	Run AI-powered test case generation, anomaly detection, and UX simulation to identify and prioritize issue resolution.

Skills

General
Human
Technology

Quality Assurance Testing
Problem Solving
Attention to Detail
Communication Skills
Patience and Persistence
User Experience (UX) Awareness
Web Testing Tools
E-Commerce Platforms
Basic Web Technologies

Develop detailed reports on site performance and campaign outcomes to inform ongoing optimization efforts.	70%	6.13%	$429K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please generate comprehensive reports with data visualizations summarizing site and campaign performance metrics.
Copilot Visual Creator	Prompt: please create clear and engaging visuals and slide decks to communicate performance insights to stakeholders.
Facilitator Agent (Teams)	Prompt: please transcribe and summarize review meetings discussing reports and recommendations.
Configured Workflow
Copilot Analyst Agent	Automates extraction and analysis of performance data to generate draft reports with insights.
Copilot Visual Creator	Creates engaging and easy-to-understand visualizations and presentation decks from report data.
Knowledge Agent (SharePoint)	Manages report repositories to ensure accessibility and version control for ongoing optimization reviews.
Copilot Agent
Conversational Design Step	Prompt users to specify report focus areas, metrics, and desired insights through a conversational interface.
Tools/Data Integration Step	Aggregate data from analytics platforms, campaign management systems, and CRM databases.
AI Processing/Output Format Step	Produce automated narrative reports, visual dashboards, and actionable insights using AI summarization and trend detection.

Skills

General
Human
Technology

Data Analysis
Digital Marketing Analytics
Report Writing
Attention to Detail
Communication Skills
Data Visualization
Web Analytics Platforms
Campaign Management Tools

Plan and execute seasonal and event-driven digital merchandising campaigns aligned with sales goals.	45%	6.13%	$276K

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: please create detailed campaign plans with timelines, task assignments, and milestones for seasonal events.
Copilot Idea Coach	Prompt: please brainstorm and refine creative concepts tailored to specific seasonal or event-driven campaigns.
Copilot Writing Coach	Prompt: please draft targeted campaign copy and promotional messages aligned with sales objectives.
Configured Workflow
Project Manager Agent (Planner)	Develops and manages campaign timelines, resource assignments, and deliverable tracking.
Copilot Researcher Agent	Provides competitive campaign insights and relevant market trends to inform planning.
Copilot Analyst Agent	Monitors campaign performance and customer engagement metrics to recommend optimizations.
Copilot Agent
Conversational Design Step	Engage users to define campaign timelines, target audiences, and sales objectives via a structured dialog.
Tools/Data Integration Step	Integrate with campaign scheduling, audience segmentation, and performance monitoring tools.
AI Processing/Output Format Step	Provide AI-driven scheduling optimizations, audience targeting recommendations, and real-time performance alerts.

Skills

General
Human
Technology

Campaign Planning
Sales Goal Alignment
Digital Merchandising Strategy
Project Management
Analytical Thinking
Communication Skills
Collaboration
Attention to Detail
Customer Focus
Content Management Systems (CMS)
eCommerce Platforms
Data Analytics Tools
Marketing Automation Software

Maintain knowledge of evolving retail and eCommerce technologies to apply innovative solutions in merchandising.	20%	6.13%	$123K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please gather and summarize up-to-date insights on emerging retail and eCommerce technologies impacting merchandising.
Community Agent (Viva Engage)	Prompt: please curate relevant discussions and expert posts from internal communities about industry innovation trends.
Copilot Learning Coach	Prompt: please recommend learning resources and courses to stay current on retail technology advancements.
Configured Workflow
Copilot Researcher Agent	Continuously scans and summarizes relevant market research, news, and technology trends.
Viva Learning Copilot	Recommends targeted learning content and certification paths focused on eCommerce and retail innovations.
Copilot Idea Coach	Facilitates brainstorming sessions to generate innovation ideas based on new technology insights.
Copilot Agent
Conversational Design Step	Prompt the user for technology interest areas and information update frequency preferences.
Tools/Data Integration Step	Connect to market intelligence platforms, news aggregators, and competitive analysis services.
AI Processing/Output Format Step	Summarize emerging trends and technology briefs with citations to support timely and relevant innovation knowledge.

Skills

General
Human
Technology

Industry Knowledge
Continuous Learning
Problem-Solving
Adaptability
Collaboration
Technology Awareness
Data Literacy
Digital Tools Proficiency

Ensure compliance with internal policies and external regulations related to product merchandising and site content.	55%	6.13%	$337K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please summarize and compare current compliance policies and external regulations applicable to merchandising content.
Knowledge Agent (SharePoint)	Prompt: please organize and surface policy documents to ensure content creators have access to latest compliance guidelines.
Facilitator Agent (Teams)	Prompt: please capture compliance discussion points and follow-up actions during cross-functional team meetings.
Configured Workflow
Knowledge Agent (SharePoint)	Maintains up-to-date policy documentation and compliance standards for easy AI-grounded references.
Copilot Analyst Agent	Scans content and merchandising data for compliance anomalies and flags potential risks automatically.
Facilitator Agent (Teams)	Supports compliance review meetings by summarizing discussions and tracking remediation action items.
Copilot Agent
Conversational Design Step	Guide users through specifying content types, compliance checkpoints, and risk concerns for automated review.
Tools/Data Integration Step	Integrate with compliance scanning tools, content repositories, and governance platforms.
AI Processing/Output Format Step	Automatically scan content for policy violations, flag risks, and generate compliance reports with suggested remediation actions.

Skills

General
Human
Technology

Regulatory Knowledge
Policy Interpretation
Attention to Detail
Communication Skills
Problem-Solving
Compliance Management Systems
Content Management Systems (CMS)
eCommerce Platform Operations

Facilitate communication between cross-functional teams to resolve merchandising and site experience issues promptly.	35%	6.13%	$215K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please generate meeting agendas, capture action items, and track resolution status of merchandising issues.
Community Agent (Viva Engage)	Prompt: please surface relevant knowledge and resources to accelerate issue resolution within team communities.
Copilot Writing Coach	Prompt: please draft clear and empathetic communication updates to keep teams informed on issue progress.
Configured Workflow
Facilitator Agent (Teams)	Generates real-time meeting notes, tracks action items and decisions to keep teams aligned.
Project Manager Agent (Planner)	Assigns tasks and manages timelines for resolving merchandising and site experience issues.
Community Agent (Viva Engage)	Enhances engagement by curating discussions and providing relevant knowledge resources to team members.
Copilot Agent
Conversational Design Step	Facilitate issue reporting dialogs that capture problem description, impacted areas, and urgency level.
Tools/Data Integration Step	Integrate communication platforms, task management tools, and incident tracking systems.
AI Processing/Output Format Step	Generate automatic meeting summaries, prioritize tasks based on impact, and track issue resolution progress.

Skills

General
Human
Technology

Cross-Functional Collaboration
Issue Identification and Resolution
Project Management
Effective Communication
Conflict Resolution
Active Listening
Collaboration Tools Proficiency
Ecommerce Platform Knowledge
Issue Tracking Systems

Continuously analyze customer feedback and online shopping behaviors to drive iterative improvements in the online experience.	65%	6.13%	$398K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze customer feedback and behavioral data to identify patterns and recommend site experience enhancements.
Copilot Researcher Agent	Prompt: please summarize market trends and competitorsâ€™ approaches to customer experience improvements.
Facilitator Agent (Teams)	Prompt: please document insight review meetings and capture prioritized improvement actions.
Configured Workflow
Copilot Analyst Agent	Processes unstructured customer feedback and shopping behavior data to identify improvement opportunities.
Azure AI Search	Enables retrieval-augmented generation to surface actionable insights grounded in customer data.
Copilot Idea Coach	Transforms insights into actionable ideas and recommended experiments for site experience enhancements.
Copilot Agent
Conversational Design Step	Prompt users to specify feedback sources, analysis focus, and improvement goals in a guided conversational interface.
Tools/Data Integration Step	Connect to customer feedback platforms, behavioral analytics systems, and AI-powered sentiment analysis tools.
AI Processing/Output Format Step	Apply natural language processing to analyze feedback, correlate behavior patterns, and produce prioritized actionable recommendations.

Skills

General
Human
Technology

Data Analysis
Customer Experience Optimization
Market Research
Critical Thinking
Communication Skills
Empathy
Web Analytics Platforms
Customer Feedback Management Systems
A/B Testing Tools

Skills

General

Information Architecture
User Experience (UX) Design
Search Engine Optimization (SEO) Fundamentals
Merchandising Strategy Execution
Customer Experience Design
Campaign Management
Data Analysis
Problem-Solving
Digital Content Strategy
Customer Insight Interpretation
Campaign Planning
Performance Analysis
Merchandising Knowledge
Business Intelligence
Content Planning
Marketing Knowledge
Workflow Design and Optimization
Quality Assurance and Standards Management
Performance Management
Coaching and Mentoring
Process Improvement
Strategic Planning
Financial Acumen
Performance Measurement
Product Knowledge
Content Writing
Visual Design Sensibility
Basic SEO Knowledge
SEO Fundamentals
Quality Assurance Testing
User Experience (UX) Awareness
Digital Marketing Analytics
Report Writing
Sales Goal Alignment
Digital Merchandising Strategy
Industry Knowledge
Continuous Learning
Regulatory Knowledge
Policy Interpretation
Issue Identification and Resolution
Customer Experience Optimization
Market Research

Human

Attention to Detail
Customer Empathy
Collaboration
Communication Skills
Analytical Thinking
Critical Thinking
Communication
Cross-Functional Collaboration
Time Management
Leadership
Effective Communication
Emotional Intelligence
Conflict Resolution
Cross-functional Collaboration
Stakeholder Management
Problem Solving
Patience and Persistence
Customer Focus
Adaptability
Active Listening
Empathy

Technology

Content Management Systems (CMS)
Search Platform Management
Web Analytics Tools
eCommerce Platforms
Digital Marketing Technology
Technical Troubleshooting
Web Analytics Platforms
Performance Monitoring Tools
A/B Testing Tools
Project Management
Digital Marketing Platforms
Data Analytics Tools
Data Visualization Tools
Customer Analytics Platforms
Campaign Performance Measurement Systems
Project Management Tools
Data Analysis and Reporting Tools
Process Management Software
Performance Metrics and Analytics Platforms
Collaboration Platforms
Workflow Automation Tools
Business Intelligence Systems
Customer Experience (CX) Platforms
Digital Asset Management (DAM)
Product Information Management (PIM) Systems
Site Search Technologies
Web Testing Tools
E-Commerce Platforms
Basic Web Technologies
Data Visualization
Campaign Management Tools
Marketing Automation Software
Technology Awareness
Data Literacy
Digital Tools Proficiency
Compliance Management Systems
eCommerce Platform Operations
Collaboration Tools Proficiency
Ecommerce Platform Knowledge
Issue Tracking Systems
Customer Feedback Management Systems

Senior Buyer

Grade:: L5
Headcount:: 100
Band:: $155,000

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)	38.12% of total work is ready for automation
Annual Salary Exposure	$15,500,000 across analyzed roles
Total Potential Savings	$5,908,213 unlocked by automating tasks
Operational Efficiency Index (OEI)	29.40% potential impact on overall operational efficiency
Velocity of Output (VOI)	26.80% increase in delivery speed
Capacity Increase from Task Consolidation (CITC)	12.55% efficiency gains from reducing task overlap and streamlining duplicated tasks
Time to Benefit Realization (TBR)	7.1 months until Benefits visible after initial deployment

Tasks

Develop and execute buying strategies for key merchandise categories to support brand and item objectives.	30%	9.58%	$445K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze recent sales and market data to identify trends and generate a data-supported buying strategy outline for key categories.
Copilot Researcher Agent	Prompt: please summarize latest market reports and competitor strategies relevant to our merchandise categories with citations.
Copilot Visual Creator	Prompt: please create a visual presentation of the buying strategy including key data points and insights for stakeholder review.
Configured Workflow
Copilot Analyst Agent	Ingests and analyzes sales, market, and category performance data to generate insights supporting buying strategies.
Copilot Researcher Agent	Performs market trend research and compiles best practices to inform category strategy development.
Copilot Visual Creator	Generates presentation-ready visuals and narratives to communicate buying strategies to stakeholders.
Copilot Agent
Conversational Design Step	Guide the user through defining category objectives, selecting relevant market data, and prioritizing strategy goals via natural language prompts.
Tools/Data Integration Step	Integrate Microsoft Fabric and Power BI datasets with Copilot Analyst Agent for market and sales analytics.
AI Processing/Output Format Step	Use Copilot Analyst to analyze trends, generate data-driven buying strategy recommendations, and produce narrative strategic plans.

Skills

General
Human
Technology

Category Management
Strategic Planning
Market Analysis
Negotiation
Communication
Relationship Management
Data Analysis
ERP and Procurement Systems
Reporting Tools

Identify and engage alternative suppliers to diversify sourcing and enhance product availability.	50%	3.83%	$297K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please perform research to identify potential alternative suppliers aligned with category requirements and summarize their capabilities.
Facilitator Agent (Teams)	Prompt: during supplier evaluation meetings, please generate real-time notes and action items to track supplier engagement progress.
Copilot Writing Coach	Prompt: please draft professional introductory emails and qualification questionnaires to initiate contact with alternative suppliers.
Configured Workflow
Copilot Researcher Agent	Conducts open-ended research to identify potential alternative suppliers from internal and external data.
Copilot Analyst Agent	Analyzes supplier performance and qualifications against sourcing criteria to shortlist viable alternatives.
Facilitator Agent (Teams)	Schedules and documents cross-functional supplier engagement meetings for streamlined collaboration.
Copilot Agent
Conversational Design Step	Collect user input on supplier criteria, product categories, risk tolerance, and location preferences through a guided interactive dialogue.
Tools/Data Integration Step	Connect to supplier discovery platforms via APIs and integrate with internal procurement data through Copilot Studio agents.
AI Processing/Output Format Step	Automatically curate, qualify, and rank alternative suppliers using AI to output shortlists and qualification summaries.

Skills

General
Human
Technology

Supplier Market Research
Negotiation Skills
Supplier Risk Assessment
Cross-Cultural Communication
Contract Management
Data Analysis
Supplier Relationship Management (SRM) Software
Stakeholder Collaboration
Strategic Sourcing

Negotiate supplier contract terms to secure favorable conditions, pricing, and long-term partnership benefits.	25%	9.58%	$371K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please summarize key contract terms and industry best practices to prepare negotiation briefing documents.
Copilot Writing Coach	Prompt: please draft and refine negotiation emails and proposals to communicate contract terms clearly and persuasively.
Facilitator Agent (Teams)	Prompt: please capture meeting notes, decisions, and next steps during negotiation calls to ensure clear follow-up.
Configured Workflow
Copilot Analyst Agent	Analyzes historical contract data and pricing trends to provide negotiation insights and scenario modeling.
Copilot Writing Coach	Drafts and refines negotiation communication and contract clauses to enhance clarity and impact.
Facilitator Agent (Teams)	Generates real-time meeting notes and tracks action items during negotiation sessions.
Copilot Agent
Conversational Design Step	Solicit negotiation objectives, key terms, and scenarios from users in an iterative dialogue to model contract negotiation outcomes.
Tools/Data Integration Step	Access contract documents and historical pricing data through secure document management and ERP integrations within Copilot Studio.
AI Processing/Output Format Step	Generate scenario simulations and contract term insights to support negotiation strategy with AI-driven risk-benefit analyses.

Skills

General
Human
Technology

Contract Negotiation
Supplier Relationship Management
Cost and Pricing Analysis
Communication Skills
Persuasion and Influencing
Conflict Resolution
Enterprise Resource Planning (ERP) Systems
E-Procurement Platforms
Data Analysis Tools

Analyze sales, market, and performance data to optimize assortment, pricing, and inventory flow decisions.	70%	3.83%	$416K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze current sales and inventory data along with market trends to recommend optimized assortment and pricing adjustments.
Copilot Visual Creator	Prompt: please generate visual dashboards and reports summarizing performance insights for pricing and inventory decisions.
Facilitator Agent (Teams)	Prompt: during cross-functional review meetings, please create summarized action items and meeting highlights.
Configured Workflow
Copilot Analyst Agent	Ingests and analyzes large volumes of sales and inventory data to identify trends and optimize assortment decisions.
Azure AI Search	Provides retrieval augmented generation for deep-dive analysis by combining enterprise data with external insights.
Copilot Visual Creator	Generates dynamic dashboards and visual reports to support pricing and inventory flow optimization.
Copilot Agent
Conversational Design Step	Capture user goals for assortment optimization, pricing rules, and inventory constraints through interactive questions and clarifications.
Tools/Data Integration Step	Integrate Microsoft Fabric, Power BI datasets, and Azure AI predictive models to access real-time sales and inventory data.
AI Processing/Output Format Step	Leverage Copilot Analyst Agent and Azure OpenAI to produce dynamic pricing and assortment recommendations with predictive analytics.

Skills

General
Human
Technology

Data Analysis
Market Research
Inventory Management
Critical Thinking
Attention to Detail
Collaboration
Data Visualization Tools
Enterprise Resource Planning (ERP) Systems
Statistical Analysis Software

Manage operational processes to ensure compliance and efficiency in product sourcing and delivery.	60%	1.15%	$107K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please review sourcing and delivery data to identify compliance issues and process bottlenecks and suggest improvements.
Facilitator Agent (Teams)	Prompt: please capture and track meeting notes and action items related to compliance workflow updates from operational teams.
Copilot Writing Coach	Prompt: please draft clear compliance communication emails and procedural documents for operational teams.
Configured Workflow
Copilot Analyst Agent	Monitors key operational metrics and flags compliance issues through continuous data analysis.
Facilitator Agent (Teams)	Automates meeting notes and action tracking to streamline resolution of compliance-related tasks.
Copilot Studio Custom Agents	Automates workflows related to document management and compliance checklist validations.
Copilot Agent
Conversational Design Step	Prompt users to specify compliance requirements, risk parameters, and process milestones to frame oversight criteria.
Tools/Data Integration Step	Connect to workflow management systems and compliance monitoring tools via Copilot Studio integration for real-time process data.
AI Processing/Output Format Step	Automatically monitor compliance status, detect anomalies, and generate alerts and compliance reports for continuous process governance.

Skills

General
Human
Technology

Supply Chain Management
Contract Management
Compliance Management
Process Optimization
Communication
Negotiation
Problem-Solving
Enterprise Resource Planning (ERP) Systems
Supplier Relationship Management (SRM) Tools
Data Analysis Tools

Collaborate cross-functionally with merchandising teams to align sourcing and buying strategies with overall category goals.	20%	3.83%	$119K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please generate meeting summaries, action items, and alignment notes for cross-functional strategy sessions.
Copilot Writing Coach	Prompt: please draft collaborative emails and briefing notes articulating sourcing strategy alignment with merchandising goals.
Community Agent (Viva Engage)	Prompt: please curate and suggest relevant internal knowledge articles and insights to support team collaboration on category strategies.
Configured Workflow
Facilitator Agent (Teams)	Captures meeting agendas, notes, decisions, and action items during collaborative planning sessions.
Copilot Writing Coach	Helps draft clear and concise communication for alignment updates shared across teams.
Community Agent (Viva Engage)	Curates and surfaces relevant community discussions and knowledge resources for merchandising teams.
Copilot Agent
Conversational Design Step	Facilitate user input on cross-team priorities, key discussion points, and required outcomes to enable focused collaboration sessions.
Tools/Data Integration Step	Integrate Microsoft Teams and Planner with the Facilitator Agent and Project Manager Agent to capture and track collaboration workflows.
AI Processing/Output Format Step	Provide AI-generated meeting summaries, aligned action items, and progress tracking updates to ensure strategic alignment.

Skills

General
Human
Technology

Category Management Expertise
Strategic Sourcing
Supplier Relationship Management
Communication
Collaboration
Negotiation
Enterprise Resource Planning (ERP) Systems
Category Performance Analytics Tools
Collaboration Platforms

Lead planning, budgeting, and forecasting activities across assigned categories impacting multiple P&Ls.	55%	9.58%	$817K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please consolidate historical financials and sales data to generate forecasts and budget scenarios for assigned categories.
Project Manager Agent (Planner)	Prompt: please create and update structured plans and task lists for forecasting and budgeting activities, assigning deadlines and dependencies.
Copilot Visual Creator	Prompt: please build presentation visuals summarizing budget plans and forecasts for leadership review.
Configured Workflow
Copilot Analyst Agent	Aggregates and analyzes historical financial and sales data to generate budget and forecast scenarios.
Project Manager Agent (Planner)	Creates structured plans, assigns tasks, and manages dependencies for budgeting and forecasting cycles.
Copilot Visual Creator	Develops visual reports and dashboards so leaders can monitor forecasting accuracy and financial plans.
Copilot Agent
Conversational Design Step	Guide users through defining planning assumptions, budget targets, and forecast parameters in an interactive format.
Tools/Data Integration Step	Connect to financial planning platforms and historical sales databases within Power BI and Copilot Analyst Agent environments.
AI Processing/Output Format Step	Generate scenario-based forecasts and budget variants with automated consolidation and narrative summaries.

Skills

General
Human
Technology

Financial Analysis
Category Management
Demand Forecasting
Strategic Planning
Communication Skills
Collaboration
Attention to Detail
ERP and Financial Systems Proficiency
Data Analytics Tools
Spreadsheet Software Expertise

Build and maintain strategic supplier relationships to drive innovation, quality improvements, and long-term value creation.	15%	3.83%	$89K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please gather insights on supplier innovations and industry trends to inform relationship discussions and partnership opportunities.
Copilot Writing Coach	Prompt: please draft personalized communications to suppliers that reinforce relationship value and collaboration goals.
Community Agent (Viva Engage)	Prompt: please curate knowledge resources and success stories to share with internal stakeholders to highlight supplier engagement impact.
Configured Workflow
Copilot Analyst Agent	Analyzes supplier performance and mutual engagement data to identify opportunities for collaboration improvements.
Copilot Writing Coach	Assists in drafting professional communications and relationship updates to suppliers.
Community Agent (Viva Engage)	Facilitates sharing of supplier insights and best practices within internal communities.
Copilot Agent
Conversational Design Step	Capture relationship objectives, engagement history, and supplier feedback to monitor relationship health.
Tools/Data Integration Step	Integrate CRM data from Microsoft Dynamics 365 or Salesforce and supplier performance records through Copilot Studio.
AI Processing/Output Format Step	Use AI to generate supplier relationship health scores, opportunity insights, and communication reminders.

Skills

General
Human
Technology

Supplier Relationship Management
Category and Market Knowledge
Contract Negotiation
Strategic Thinking
Communication Skills
Relationship Building
Negotiation and Influence
Conflict Resolution
Data Analysis and Reporting
Supplier Management Systems
Collaboration Tools

Scout emerging consumer trends and incorporate relevant insights into product assortment and sourcing strategies.	60%	3.83%	$356K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please research and summarize emerging consumer trends and market shifts relevant to our product categories with citations.
Copilot Analyst Agent	Prompt: please analyze internal sales and external market data to identify early signals of trend adoption and impact potential.
Copilot Idea Coach	Prompt: please facilitate brainstorming and cluster promising ideas for incorporating trends into category sourcing strategies.
Configured Workflow
Copilot Researcher Agent	Performs open-source research and social listening to identify emerging market and consumer trends.
Copilot Analyst Agent	Analyzes internal sales data alongside trend insights to quantify impact on sourcing and assortment.
Copilot Visual Creator	Creates engaging visuals and briefings to communicate trend insights and recommended actions.
Copilot Agent
Conversational Design Step	Engage users to specify trend focus areas, product categories, and time horizons for trend analysis.
Tools/Data Integration Step	Utilize Copilot Researcher Agent with web data and internal trend reports, supplemented by Azure AI Search for social listening data.
AI Processing/Output Format Step	Summarize trend insights with citations, generate impact assessments, and propose assortment adjustments.

Skills

General
Human
Technology

Market Research
Trend Analysis
Category Knowledge
Strategic Thinking
Critical Thinking
Communication
Collaboration
Adaptability
Data Analysis Tools
Trend Monitoring Platforms
Enterprise Resource Planning (ERP) Systems

Use performance insights and data analytics to refine assortment and pricing strategies for optimal category results.	65%	3.83%	$386K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please generate actionable insights from sales and pricing data to recommend assortment and pricing adjustments.
Copilot Visual Creator	Prompt: please create dashboards and visuals that clearly communicate category performance trends and recommended actions.
Facilitator Agent (Teams)	Prompt: please capture key discussion points and decisions from strategy review meetings.
Configured Workflow
Copilot Analyst Agent	Delivers advanced analytics on category performance to recommend assortment and pricing adjustments.
Azure AI Search	Provides retrieval and grounding services to integrate internal and external data sources for deeper insights.
Copilot Visual Creator	Transforms analytical findings into actionable dashboards and executive-ready reports.
Copilot Agent
Conversational Design Step	Query user on key performance indicators, pricing elasticity, and assortment goals through natural language prompts.
Tools/Data Integration Step	Leverage Power BI and Tableau data sources connected through Copilot Analyst Agent for comprehensive performance analytics.
AI Processing/Output Format Step	Provide AI-generated actionable insights, pricing recommendation scenarios, and visual analytic reports.

Skills

General
Human
Technology

Data Analysis
Category Management
Pricing Strategy Development
Critical Thinking
Communication Skills
Collaboration
Spreadsheet and Data Visualization Tools
Business Intelligence (BI) Platforms
Retail Analytics Software

Own the strategy and execution for alternatively sourced products driving growth across multiple merchandise categories.	25%	9.58%	$371K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze performance data of alternatively sourced products to identify growth opportunities and risks.
Project Manager Agent (Planner)	Prompt: please build detailed execution plans with milestones and responsibilities for alternative sourcing initiatives.
Copilot Visual Creator	Prompt: please generate executive presentations summarizing strategy progress and impact.
Configured Workflow
Copilot Analyst Agent	Analyzes data on alternatively sourced products to identify growth opportunities and risks.
Project Manager Agent (Planner)	Structures execution plans and manages tasks to align stakeholders and track progress on alternative sourcing initiatives.
Copilot Visual Creator	Generates visual strategy updates and progress reports to support leadership decision making.
Copilot Agent
Conversational Design Step	Collect userâ€™s strategic priorities and growth targets for alternative sourcing initiatives via structured prompts.
Tools/Data Integration Step	Integrate Tableau and Anaplan data with Copilot Analyst and Project Manager Agents for strategic execution tracking.
AI Processing/Output Format Step	Generate strategy dashboards, scenario plans, and progress updates to support data-driven leadership decisions.

Skills

General
Human
Technology

Strategic Sourcing
Category Management
Market Analysis
Negotiation
Stakeholder Management
Decision-Making
Data Analysis
Procurement Software
Enterprise Resource Planning (ERP) Systems

Influence and drive category strategy to strengthen competitive positioning and improve member value.	20%	9.58%	$297K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please generate competitive analysis and category performance summaries to support strategic positioning discussions.
Copilot Writing Coach	Prompt: please draft clear and persuasive strategy communications tailored to executive and cross-functional audiences.
Facilitator Agent (Teams)	Prompt: please document meeting decisions and follow-ups during category strategy planning sessions.
Configured Workflow
Copilot Analyst Agent	Provides scenario analysis and data-driven insights to inform category strategic options.
Copilot Writing Coach	Supports creation of persuasive communications and presentations to influence stakeholders.
Copilot Visual Creator	Generates compelling visual packs to enhance storytelling in strategic presentations.
Copilot Agent
Conversational Design Step	Engage user to articulate competitive challenges, strategic goals, and member value propositions interactively.
Tools/Data Integration Step	Access internal CRM insights and external market intelligence via Salesforce and IBM Watson through Copilot Studio connections.
AI Processing/Output Format Step	Create AI-supported competitive positioning analyses, strategy option simulations, and targeted communication drafts.

Skills

General
Human
Technology

Category Management
Strategic Sourcing
Market Analysis
Negotiation
Stakeholder Management
Leadership
Data Analysis Tools
Supplier Relationship Management Systems
Enterprise Resource Planning (ERP) Software

Champion innovation and continuous improvement initiatives to enhance operational excellence and member experience.	40%	3.83%	$237K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze operational data to identify inefficiencies and suggest innovation opportunities.
Copilot Idea Coach	Prompt: please facilitate ideation sessions to generate and refine improvement ideas based on operational challenges.
Facilitator Agent (Teams)	Prompt: please capture notes, action plans, and progress updates during continuous improvement meetings.
Configured Workflow
Copilot Analyst Agent	Identifies operational inefficiencies through data analysis and surfaces improvement opportunities.
Copilot Idea Coach	Facilitates ideation sessions to generate and refine innovation concepts with teams.
Facilitator Agent (Teams)	Captures real-time meeting notes and action items to accelerate continuous improvement follow-up.
Copilot Agent
Conversational Design Step	Prompt users to identify problem areas, desired innovation outcomes, and potential solution ideas through structured dialogue.
Tools/Data Integration Step	Connect automation platforms and operational data streams via Copilot Studio to retrieve process performance metrics.
AI Processing/Output Format Step	Apply AI to detect operational inefficiencies, propose improvement ideas, and generate business case outlines.

Skills

General
Human
Technology

Process Improvement
Innovation Management
Change Management
Strategic Thinking
Leadership
Collaboration
Communication
Project Management
Data Analysis Tools
Supplier Relationship Management Systems

Maintain deep marketplace understanding to identify differentiation opportunities and mitigate competitive threats.	50%	3.83%	$297K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please compile current competitive intelligence and market trend summaries highlighting differentiation opportunities and threats.
Copilot Analyst Agent	Prompt: please analyze internal sales and market data to detect impacts of competitive moves and market changes.
Copilot Visual Creator	Prompt: please create visual briefs that communicate market insights and strategic recommendations.
Configured Workflow
Copilot Researcher Agent	Gathers and summarizes competitive intelligence and market trends from diverse sources.
Copilot Analyst Agent	Analyzes market and competitor data to identify differentiation opportunities and risk areas.
Copilot Visual Creator	Prepares dynamic intelligence reports and visual dashboards for strategic advisory.
Copilot Agent
Conversational Design Step	Capture key competitors, market forces, and product differentiators of interest via conversational prompts.
Tools/Data Integration Step	Pull competitive intelligence data from internal hubs and external AI-powered analytic sources such as Azure AI Search with relevant connectors.
AI Processing/Output Format Step	Synthesize competitive insights into actionable reports highlighting differentiation and threat mitigation strategies.

Skills

General
Human
Technology

Market Research and Analysis
Strategic Sourcing
Competitive Intelligence
Critical Thinking
Communication Skills
Adaptability
Data Analytics Tools
Market Intelligence Platforms
Supplier Relationship Management Systems

Work cross-functionally to unlock new buying opportunities where direct brand relationships are unavailable.	30%	3.83%	$178K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please generate meeting summaries and coordinate action items from cross-functional sourcing collaboration sessions.
Copilot Researcher Agent	Prompt: please research potential indirect supplier options and prepare briefing notes for internal stakeholders.
Copilot Writing Coach	Prompt: please draft outreach emails and status updates to internal teams and external contacts for new sourcing initiatives.
Configured Workflow
Copilot Researcher Agent	Researches alternative and indirect suppliers to uncover new sourcing possibilities.
Facilitator Agent (Teams)	Manages cross-functional meetings, capturing decisions and follow-up tasks for opportunity development.
Copilot Analyst Agent	Analyzes data to support prioritization and feasibility assessment of new buying opportunities.
Copilot Agent
Conversational Design Step	Facilitate conversation capturing indirect sourcing goals, participant inputs, and opportunity criteria for alignment discussions.
Tools/Data Integration Step	Integrate SAP Ariba and collaboration platforms like Microsoft Teams and Slack through Copilot Studio for unified data and communication.
AI Processing/Output Format Step	Generate opportunity mapping, supplier suggestions, and meeting summaries to drive aligned sourcing initiatives.

Skills

General
Human
Technology

Market Research and Analysis
Negotiation
Supplier Relationship Management
Cross-functional Collaboration
Communication Skills
Influencing and Persuasion
Procurement Software Proficiency
Data Analysis Tools
Enterprise Collaboration Platforms

Monitor supplier performance against contractual obligations and quality standards to ensure sustained compliance.	65%	1.15%	$116K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze supplier performance data to identify compliance breaches and quality issues with actionable summaries.
Copilot Visual Creator	Prompt: please generate real-time performance dashboards and compliance reports for supplier scorecards.
Facilitator Agent (Teams)	Prompt: please capture discussion points and decisions during supplier performance review meetings.
Configured Workflow
Copilot Analyst Agent	Continuously analyzes supplier data and flags deviations from contracts and quality benchmarks.
Facilitator Agent (Teams)	Documents supplier performance review meetings and tracks remediation actions.
Copilot Visual Creator	Creates real-time supplier performance dashboards for transparent compliance management.
Copilot Agent
Conversational Design Step	Prompt users to specify contract terms, quality KPIs, and performance thresholds for monitoring setup.
Tools/Data Integration Step	Connect to supplier performance dashboards and compliance data sources such as SAP Ariba and Riskmethods via Copilot Studio.
AI Processing/Output Format Step	Use AI to analyze performance data, detect anomalies, and issue compliance alerts with actionable insights.

Skills

General
Human
Technology

Contract Management
Quality Assurance
Performance Analysis
Attention to Detail
Communication Skills
Negotiation Skills
Supplier Performance Management Systems
Data Analysis Tools
Enterprise Resource Planning (ERP) Systems

Lead cross-functional meetings to align buying initiatives with marketing, logistics, and inventory management partners.	25%	3.83%	$148K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please provide real-time meeting notes, track decisions and action items to ensure alignment across functions.
Copilot Writing Coach	Prompt: please draft follow-up emails summarizing key points and next steps for meeting participants.
Project Manager Agent (Planner)	Prompt: please update shared plans with tasks and deadlines arising from cross-functional meeting outcomes.
Configured Workflow
Facilitator Agent (Teams)	Captures meeting notes, tracks decisions and action items during cross-functional alignment sessions.
Copilot Writing Coach	Drafts clear meeting summaries and follow-up communications to ensure stakeholder alignment.
Project Manager Agent (Planner)	Converts meeting outcomes into structured project plans and task assignments to drive execution.
Copilot Agent
Conversational Design Step	Use guided prompts to collect meeting agendas, participant roles, and desired alignment outcomes.
Tools/Data Integration Step	Leverage Microsoft Teams and the Facilitator Agent for real-time meeting transcription, note taking, and action tracking.
AI Processing/Output Format Step	Produce summarized meeting notes, decision logs, and task assignments automatically for streamlined follow-up.

Skills

General
Human
Technology

Category Management Expertise
Stakeholder Alignment
Meeting Facilitation
Communication Skills
Collaboration
Leadership
Project Management Tools Proficiency
Enterprise Resource Planning (ERP) Systems Knowledge
Collaboration Platforms

Develop supplier scorecards and performance dashboards to drive transparency and continuous improvement.	70%	3.83%	$416K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please integrate and analyze supplier data to automatically generate performance scorecards with improvement recommendations.
Copilot Visual Creator	Prompt: please create clear, visually engaging dashboards to communicate supplier performance metrics to stakeholders.
Facilitator Agent (Teams)	Prompt: please capture feedback and action items from supplier review meetings to drive continuous improvement.
Configured Workflow
Copilot Analyst Agent	Aggregates and analyzes supplier KPIs to automatically generate performance scorecards.
Copilot Visual Creator	Creates interactive dashboards presenting supplier data visually for easy transparency.
Facilitator Agent (Teams)	Supports review meetings by documenting discussions and agreed improvement actions.
Copilot Agent
Conversational Design Step	Guide users in selecting performance metrics, scoring rules, and visualization preferences interactively.
Tools/Data Integration Step	Integrate data sources such as SAP Ariba and Power BI via Copilot Analyst Agent and Studio for automated data consolidation.
AI Processing/Output Format Step	Generate real-time supplier scorecards and customizable dashboards with AI-driven trend analyses and improvement suggestions.

Skills

General
Human
Technology

Data Analysis
Performance Measurement
Supplier Relationship Management
Critical Thinking
Communication Skills
Attention to Detail
Collaboration
Business Intelligence Tools
Data Visualization
Spreadsheet Proficiency

Train and mentor junior buying associates to develop category knowledge and sourcing competencies.	15%	3.83%	$89K

Take Action

Out-of-the-Box
Copilot Learning Coach	Prompt: please recommend personalized learning paths and summarize training content to support junior associates' development.
Viva Learning Copilot	Prompt: please curate relevant courses and learning resources aligned with buying competencies and track progress.
Copilot Writing Coach	Prompt: please draft coaching emails and feedback notes tailored to individual learning needs.
Configured Workflow
Copilot Learning Coach	Recommends tailored learning paths and tracks training progress aligned with buying competencies.
Viva Learning Copilot	Automatically curates and summarizes relevant learning content from internal and external sources.
Copilot Writing Coach	Assists in preparing clear instructional materials and mentoring communications.
Copilot Agent
Conversational Design Step	Interactively assess trainee knowledge gaps and learning goals to tailor training pathways.
Tools/Data Integration Step	Connect to learning platforms like Viva Learning Copilot and LinkedIn Learning for curated content integration.
AI Processing/Output Format Step	Deliver personalized learning recommendations, progress tracking, and virtual coaching support.

Skills

General
Human
Technology

Category Management Expertise
Sourcing and Procurement Knowledge
Training and Mentoring
Communication Skills
Leadership
Empathy
Learning Management Systems (LMS)
Collaboration Tools

Assess and mitigate sourcing risks related to supply chain disruptions, regulatory changes, or market volatility.	60%	3.83%	$356K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze risk data and early warning indicators to generate risk assessment reports and mitigation suggestions.
Copilot Researcher Agent	Prompt: please summarize relevant regulatory updates and market volatility trends with citations affecting sourcing decisions.
Facilitator Agent (Teams)	Prompt: please document discussions and action plans from risk review and mitigation meetings.
Configured Workflow
Copilot Analyst Agent	Monitors and analyzes data patterns for early warning signs of sourcing risks and market changes.
Copilot Researcher Agent	Compiles intelligence on regulatory shifts and global supply chain disruptions to inform risk assessments.
Facilitator Agent (Teams)	Coordinates risk mitigation planning meetings with automated notes and follow-up tracking.
Copilot Agent
Conversational Design Step	Collect parameters on risk tolerance, disruption scenarios, and regulatory impact areas through an interactive dialogue.
Tools/Data Integration Step	Integrate risk management platforms and supply chain data like Resilinc and Riskmethods with Copilot Studio agents.
AI Processing/Output Format Step	Perform AI-powered risk assessments and predictive analytics to generate mitigation plans and early warning alerts.

Skills

General
Human
Technology

Risk Management
Supply Chain Knowledge
Regulatory Compliance Understanding
Market Analysis
Critical Thinking
Collaboration
Effective Communication
Data Analysis Tools
Supply Chain Management Systems
Regulatory and Compliance Platforms

Skills

General

Category Management
Strategic Planning
Market Analysis
Supplier Market Research
Supplier Risk Assessment
Contract Management
Strategic Sourcing
Contract Negotiation
Supplier Relationship Management
Cost and Pricing Analysis
Market Research
Inventory Management
Supply Chain Management
Compliance Management
Process Optimization
Category Management Expertise
Financial Analysis
Demand Forecasting
Category and Market Knowledge
Strategic Thinking
Trend Analysis
Category Knowledge
Pricing Strategy Development
Process Improvement
Innovation Management
Change Management
Market Research and Analysis
Competitive Intelligence
Quality Assurance
Performance Analysis
Stakeholder Alignment
Meeting Facilitation
Performance Measurement
Sourcing and Procurement Knowledge
Training and Mentoring
Risk Management
Supply Chain Knowledge
Regulatory Compliance Understanding

Human

Negotiation
Communication
Relationship Management
Negotiation Skills
Cross-Cultural Communication
Stakeholder Collaboration
Communication Skills
Persuasion and Influencing
Conflict Resolution
Critical Thinking
Attention to Detail
Collaboration
Problem-Solving
Relationship Building
Negotiation and Influence
Adaptability
Stakeholder Management
Decision-Making
Leadership
Cross-functional Collaboration
Influencing and Persuasion
Empathy
Effective Communication

Technology

Data Analysis
ERP and Procurement Systems
Reporting Tools
Supplier Relationship Management (SRM) Software
Enterprise Resource Planning (ERP) Systems
E-Procurement Platforms
Data Analysis Tools
Data Visualization Tools
Statistical Analysis Software
Supplier Relationship Management (SRM) Tools
Category Performance Analytics Tools
Collaboration Platforms
ERP and Financial Systems Proficiency
Data Analytics Tools
Spreadsheet Software Expertise
Data Analysis and Reporting
Supplier Management Systems
Collaboration Tools
Trend Monitoring Platforms
Spreadsheet and Data Visualization Tools
Business Intelligence (BI) Platforms
Retail Analytics Software
Procurement Software
Supplier Relationship Management Systems
Enterprise Resource Planning (ERP) Software
Project Management
Market Intelligence Platforms
Procurement Software Proficiency
Enterprise Collaboration Platforms
Supplier Performance Management Systems
Project Management Tools Proficiency
Enterprise Resource Planning (ERP) Systems Knowledge
Business Intelligence Tools
Data Visualization
Spreadsheet Proficiency
Learning Management Systems (LMS)
Supply Chain Management Systems
Regulatory and Compliance Platforms

Supply Planning Manager

Grade:: L4
Headcount:: 100
Band:: $105,000

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)	50.38% of total work is ready for automation
Annual Salary Exposure	$10,500,000 across analyzed roles
Total Potential Savings	$5,289,480 unlocked by automating tasks
Operational Efficiency Index (OEI)	35.30% potential impact on overall operational efficiency
Velocity of Output (VOI)	21.35% increase in delivery speed
Capacity Increase from Task Consolidation (CITC)	8.60% efficiency gains from reducing task overlap and streamlining duplicated tasks
Time to Benefit Realization (TBR)	8.2 months until Benefits visible after initial deployment

Tasks

Analyze merchandise sales data and industry trends to optimize inventory levels.	75%	2.08%	$164K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Analyze recent merchandise sales data and industry trends to generate insights and recommend optimal inventory levels.
Copilot Researcher Agent	Prompt: Summarize and compare current market trends and competitor inventory strategies for merchandising categories.
Copilot Visual Creator	Prompt: Create visual reports and charts to present optimized inventory levels and trend analyses for review meetings.
Configured Workflow
Copilot Analyst Agent	Ingests and analyzes structured and unstructured sales and industry data to generate insights and trend narratives.
Copilot Researcher Agent	Performs research on relevant market trends and competitor analysis to supplement internal data insights.
Copilot Visual Creator	Creates visual reports and dashboards that contextualize sales trends and inventory optimization recommendations.
Copilot Agent
Conversational Design Step	Guide users through specifying product categories, timeframes, and competitive benchmarks to analyze sales and trends.
Tools/Data Integration Step	Integrate structured sales data from enterprise BI systems and external market trend data via Azure AI Search and Fabric.
AI Processing/Output Format Step	Use Copilot Analyst Agent to generate predictive insights and dynamic inventory optimization recommendations based on aggregated data.

Skills

General
Human
Technology

Data Analysis
Inventory Management
Demand Forecasting
Industry Knowledge
Critical Thinking
Attention to Detail
Collaboration
Statistical Software Proficiency
Enterprise Resource Planning (ERP) Systems
Business Intelligence (BI) Tools

Develop replenishment plans in collaboration with Merchandising, Finance, and Supply Chain partners.	50%	6.94%	$364K

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: Create a collaborative replenishment plan with defined tasks, timelines, and stakeholder responsibilities based on cross-team inputs.
Facilitator Agent (Teams)	Prompt: Summarize meeting discussions and action items from cross-functional planning sessions to keep replenishment plans aligned.
Copilot Analyst Agent	Prompt: Generate scenario analysis for replenishment plans incorporating sales forecasts, budgets, and supply constraints.
Configured Workflow
Project Manager Agent (Planner)	Transforms replenishment goals into structured plans with assigned tasks and dependencies for cross-functional alignment.
Facilitator Agent (Teams)	Facilitates collaborative meetings by capturing discussion points, decisions, and action items for plan development.
Copilot Analyst Agent	Analyzes demand and supply data to support scenario modeling and replenishment plan adjustments.
Copilot Agent
Conversational Design Step	Facilitate multi-user scenario input collection via conversational prompts to capture replenishment parameters and adjustment requests.
Tools/Data Integration Step	Connect Copilot Studio Custom Agents to planning data in Microsoft Fabric, Power BI, and collaborative platforms like Teams.
AI Processing/Output Format Step	Generate replenishment plan drafts, scenario comparisons, and alignment summaries to support cross-functional decision making.

Skills

General
Human
Technology

Demand Forecasting
Inventory Management
Cross-Functional Collaboration
Communication
Data Analysis
Supply Chain Planning Systems
Enterprise Resource Planning (ERP) Systems
Financial Acumen

Monitor supply chain performance and provide corrective action plans to suppliers.	60%	6.94%	$437K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Continuously monitor supply chain performance metrics and highlight anomalies requiring corrective actions.
Facilitator Agent (Teams)	Prompt: Capture and summarize supplier performance review meetings and agreed corrective actions.
Copilot Researcher Agent	Prompt: Research best practices for supplier corrective actions and integrate recommendations into performance reports.
Configured Workflow
Copilot Analyst Agent	Monitors supplier performance metrics and flags anomalies using data dashboards and trend analysis.
Facilitator Agent (Teams)	Captures real-time meeting notes and tracks agreed corrective actions with suppliers.
Copilot Writing Coach	Drafts clear and professional communications outlining corrective action plans to suppliers.
Copilot Agent
Conversational Design Step	Prompt users to specify performance KPIs, supplier segments, and alert thresholds for monitoring supply chain health.
Tools/Data Integration Step	Integrate real-time operational data feeds and historical performance dashboards through Power BI and Microsoft Fabric connectors.
AI Processing/Output Format Step	Use anomaly detection models in Copilot Analyst Agent to identify issues and generate prioritized corrective action recommendations.

Skills

General
Human
Technology

Supply Chain Performance Analysis
Corrective Action Planning
Supplier Relationship Management
Communication Skills
Problem-Solving
Negotiation Skills
Data Analysis Tools
Inventory Management Systems
Performance Monitoring Dashboards

Use data analytics tools to improve forecasting accuracy and generate actionable insights.	80%	6.94%	$583K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Analyze historical sales and inventory data to improve demand forecasting accuracy and suggest inventory adjustments.
Copilot Researcher Agent	Prompt: Provide insights on emerging forecasting models and techniques relevant to retail supply chain demand planning.
Copilot Visual Creator	Prompt: Generate visual summaries of forecast accuracy trends and actionable insights for supply chain reviews.
Configured Workflow
Copilot Analyst Agent	Analyzes historical sales and demand data to produce forecasting models and insights.
Azure AI Search	Retrieves relevant datasets and external information to enrich forecasting inputs.
Copilot Visual Creator	Generates visual dashboards that display forecast accuracy and actionable recommendations.
Copilot Agent
Conversational Design Step	Collect input on forecasting horizons, variables to include, and forecast update frequency through guided prompts.
Tools/Data Integration Step	Connect to historical sales data, promotional calendars, and external factors via Microsoft Fabric and Azure AI Search.
AI Processing/Output Format Step	Apply machine learning forecasting using Azure OpenAI Service integrated with Copilot Analyst to produce demand predictions and insight narratives.

Skills

General
Human
Technology

Data Analysis
Statistical Forecasting
Inventory Management Knowledge
Problem Solving
Attention to Detail
Communication
Data Visualization Tools
Advanced Excel Skills
Statistical Software Proficiency
ERP or Supply Chain Management Systems

Coordinate with cross-functional teams to resolve supply disruptions and improve logistics.	35%	6.94%	$255K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: Summarize cross-functional meetings on supply disruptions and track action items to resolution.
Project Manager Agent (Planner)	Prompt: Develop and update project plans to manage supply disruption resolution tasks across departments.
Copilot Analyst Agent	Prompt: Analyze logistics data to identify root causes of disruptions and propose improvement actions.
Configured Workflow
Facilitator Agent (Teams)	Organizes meetings, captures issues and decisions, and tracks resolution progress across teams.
Project Manager Agent (Planner)	Creates and updates action plans to address supply disruptions with assigned responsibilities.
Community Agent (Viva Engage)	Curates and disseminates knowledge around common disruption scenarios and logistics best practices.
Copilot Agent
Conversational Design Step	Facilitate structured chat interactions to capture disruption details, affected stakeholders, and proposed resolution steps.
Tools/Data Integration Step	Leverage Microsoft Teams with Copilot integration and Planner Agent for workflow orchestration and communication tracking.
AI Processing/Output Format Step	Summarize discussion outcomes, track action items, and suggest next-best actions to accelerate issue resolution.

Skills

General
Human
Technology

Supply Chain Management
Logistics Planning
Problem Solving
Cross-functional Collaboration
Communication Skills
Conflict Resolution
Enterprise Resource Planning (ERP) Systems
Supply Chain Analytics Tools
Collaboration Platforms

Assess financial impacts of supply chain decisions and support cost-saving business cases.	40%	2.08%	$87K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Analyze financial data related to inventory investment and simulate cost impacts of alternative supply chain decisions.
Copilot Writing Coach	Prompt: Draft clear and persuasive business case documents that summarize financial impacts for stakeholder review.
Project Manager Agent (Planner)	Prompt: Create and manage task lists and timelines for preparing and reviewing financial business cases.
Configured Workflow
Copilot Analyst Agent	Analyzes cost drivers and financial data related to inventory and supply decisions to generate insights.
Project Manager Agent (Planner)	Structures business cases with financial impact scenarios and tracks review tasks with finance partners.
Copilot Writing Coach	Drafts and refines clear, persuasive financial justification documents and presentations.
Copilot Agent
Conversational Design Step	Guide users through entering key financial variables, assumptions, and scenario parameters relevant to supply chain decisions.
Tools/Data Integration Step	Connect to financial planning data sources, budgeting systems, and supply metrics within Microsoft Fabric and Power BI.
AI Processing/Output Format Step	Generate financial models and scenario analysis reports with narrative explanations using Copilot Analyst Agent.

Skills

General
Human
Technology

Financial Analysis
Supply Chain Knowledge
Business Case Development
Critical Thinking
Communication Skills
Collaboration
Data Analysis Tools
Enterprise Resource Planning (ERP) Systems
Spreadsheet Software

Lead continuous improvement initiatives to optimize inventory management and supply chain processes.	30%	6.94%	$219K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: Research best practices and recent case studies on inventory management optimization and process improvements.
Copilot Idea Coach	Prompt: Facilitate brainstorming sessions to generate and refine ideas for continuous improvement initiatives.
Facilitator Agent (Teams)	Prompt: Summarize improvement initiative meetings and document agreed next steps and responsibilities.
Configured Workflow
Copilot Analyst Agent	Analyzes process performance data to identify bottlenecks and inefficiencies in inventory and supply chain.
Copilot Idea Coach	Generates and clusters potential improvement ideas based on data-driven insights.
Project Manager Agent (Planner)	Plans and tracks continuous improvement projects with defined goals and milestones.
Copilot Agent
Conversational Design Step	Collect inputs on current process challenges, desired goals, and priority areas for improvement via conversational prompts.
Tools/Data Integration Step	Access operational process data and performance metrics from internal systems via Microsoft Fabric and Power BI connectors.
AI Processing/Output Format Step	Apply process mining and performance analytics through Copilot Analyst to identify bottlenecks and propose optimization opportunities.

Skills

General
Human
Technology

Process Improvement
Inventory Management
Supply Chain Optimization
Leadership
Collaboration
Change Management
Data Analysis
Enterprise Resource Planning (ERP) Systems
Demand Forecasting Tools

Generate regular inventory performance reports to track KPIs and inform supply planning adjustments.	70%	2.08%	$153K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Automatically generate KPIs and visual reports on inventory performance from sales and supply chain data.
Copilot Visual Creator	Prompt: Create presentation-ready visual dashboards summarizing key inventory metrics and trends for stakeholder meetings.
Facilitator Agent (Teams)	Prompt: Summarize discussions on inventory reports in planning meetings and track follow-up actions.
Configured Workflow
Copilot Analyst Agent	Automates data aggregation and analysis to refresh KPIs and performance metrics.
Copilot Visual Creator	Creates polished, presentation-ready dashboards and visual reports for stakeholders.
Facilitator Agent (Teams)	Distributes report summaries during meetings and captures feedback for continuous improvement.
Copilot Agent
Conversational Design Step	Design prompts for users to specify report frequency, KPIs of interest, and distribution recipients.
Tools/Data Integration Step	Connect to Power BI datasets, Microsoft Fabric data lakes, and existing KPI dashboards for data retrieval.
AI Processing/Output Format Step	Automate report generation and distribution using Copilot to produce clear, visual inventory performance summaries.

Skills

General
Human
Technology

Inventory Management Knowledge
Data Analysis
Reporting and Visualization
Attention to Detail
Communication Skills
Spreadsheet Proficiency
Business Intelligence Tools
Enterprise Resource Planning (ERP) Systems

Perform root cause analysis on inventory discrepancies and implement corrective actions.	55%	6.94%	$401K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Analyze inventory discrepancy data to identify patterns and suggest possible root causes for further investigation.
Copilot Researcher Agent	Prompt: Research best practices and case examples for root cause analysis and corrective action in inventory management.
Facilitator Agent (Teams)	Prompt: Document corrective action plans and follow-up tasks discussed in cross-functional investigation meetings.
Configured Workflow
Copilot Analyst Agent	Detects anomalies and patterns in inventory data to identify potential root causes of discrepancies.
Copilot Idea Coach	Facilitates generation and evaluation of corrective action ideas based on analysis findings.
Copilot Writing Coach	Drafts clear communications and action plans for implementation of corrective measures.
Copilot Agent
Conversational Design Step	Prompt users to describe discrepancy symptoms, affected SKUs, and suspected causes for targeted analysis.
Tools/Data Integration Step	Integrate anomaly detection data from IBM Watson or SAS Visual Analytics via Copilot Studio for inventory records.
AI Processing/Output Format Step	Execute causal inference and anomaly detection to pinpoint root causes and recommend corrective steps automatically.

Skills

General
Human
Technology

Root Cause Analysis
Inventory Management
Problem Solving
Attention to Detail
Communication Skills
Collaboration
Data Analysis
Enterprise Resource Planning (ERP) Systems
Inventory Management Software

Maintain database accuracy for inventory planning systems and update replenishment parameters as needed.	65%	2.08%	$142K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Review inventory planning system data for inconsistencies and suggest updates to replenishment parameters based on recent demand data.
Project Manager Agent (Planner)	Prompt: Create tasks and reminders for regular database maintenance and parameter reviews to ensure data accuracy.
Facilitator Agent (Teams)	Prompt: Capture maintenance coordination meetings and track completion status of database updates.
Configured Workflow
Copilot Analyst Agent	Automates validation and cleansing of inventory data to ensure accuracy.
Copilot Researcher Agent	Researches updated market data and best practices to recommend parameter adjustments.
Project Manager Agent (Planner)	Tracks parameter update tasks and approval workflows for replenishment changes.
Copilot Agent
Conversational Design Step	Collect inputs on parameter updates, validation checks, and approval needs from inventory planners.
Tools/Data Integration Step	Synchronize with inventory databases and planning systems data repositories via Microsoft Fabric and Power BI integration.
AI Processing/Output Format Step	Use AI to validate data integrity, suggest replenishment parameter adjustments, and log all changes for audit.

Skills

General
Human
Technology

Data Accuracy and Validation
Inventory Control and Replenishment Knowledge
Attention to Detail
Problem-Solving
Collaboration
Communication Skills
ERP and Inventory Management Systems
SQL and Database Management
Forecasting and Demand Planning Tools

Communicate inventory and replenishment status updates to internal stakeholders to align operational plans.	40%	6.94%	$291K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: Draft clear and concise status update emails and reports tailored for internal stakeholders regarding inventory and replenishment.
Copilot Analyst Agent	Prompt: Generate summary narratives and performance highlights from inventory systems to include in stakeholder updates.
Facilitator Agent (Teams)	Prompt: Summarize discussion points and decisions from alignment meetings to incorporate into communication materials.
Configured Workflow
Copilot Analyst Agent	Consolidates latest inventory and replenishment data into concise summaries.
Copilot Writing Coach	Generates tailored status update emails and reports with appropriate tone and clarity.
Microsoft Power Automate	Automates distribution of inventory status communications to stakeholder groups.
Copilot Agent
Conversational Design Step	Prompt users to select update scope, audience, and preferred communication tone for status messages.
Tools/Data Integration Step	Leverage Power Automate and Copilot Writing Coach integrated with SharePoint and Teams for content distribution.
AI Processing/Output Format Step	Generate clear, concise, and tailored inventory update messages using natural language generation.

Skills

General
Human
Technology

Inventory Management Knowledge
Data Analysis
Supply Chain Coordination
Effective Communication
Stakeholder Management
Collaboration
Enterprise Resource Planning (ERP) Systems
Reporting and Dashboard Tools
Collaboration Platforms

Evaluate supplier capabilities and lead negotiations to secure favorable replenishment terms.	30%	2.08%	$66K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: Summarize supplier performance history, market data, and negotiation best practices to prepare for supplier discussions.
Copilot Writing Coach	Prompt: Draft negotiation talking points and supplier proposals incorporating risk assessments and performance data.
Facilitator Agent (Teams)	Prompt: Capture key negotiation meeting outcomes and agreed terms for record-keeping and follow-up planning.
Configured Workflow
Copilot Researcher Agent	Gathers and summarizes supplier performance data and market benchmarks for evaluation.
Copilot Analyst Agent	Analyzes risk and cost profiles to support negotiation strategies.
Copilot Writing Coach	Drafts negotiation briefs and communication templates to engage suppliers effectively.
Copilot Agent
Conversational Design Step	Guide capture of supplier performance criteria, negotiation objectives, and risk factors through conversational prompts.
Tools/Data Integration Step	Access supplier evaluation data and contract information stored in SharePoint and integrated procurement systems.
AI Processing/Output Format Step	Use AI to analyze supplier risks, benchmark terms, and prepare negotiation strategies and briefing documents.

Skills

General
Human
Technology

Supplier Evaluation
Negotiation Skills
Contract Management
Effective Communication
Relationship Building
Persuasion and Influence
Data Analysis
Enterprise Resource Planning (ERP) Systems
Supply Chain Management Software

Train and mentor junior staff on inventory planning processes and data analysis techniques.	20%	2.08%	$44K

Take Action

Out-of-the-Box
Copilot Learning Coach	Prompt: Recommend personalized learning paths and summarize training content relevant to inventory planning for junior staff.
Viva Learning Copilot	Prompt: Find and curate internal and external learning resources to support skill development in inventory data analysis.
Copilot Writing Coach	Prompt: Help draft clear and engaging mentoring guides and process documentation for junior team members.
Configured Workflow
Viva Learning Copilot	Creates personalized learning paths and training content for junior staff development.
Copilot Researcher Agent	Curates and summarizes best practices and internal knowledge for training purposes.
Copilot Writing Coach	Assists in drafting clear training materials and mentorship documentation.
Copilot Agent
Conversational Design Step	Engage learners with personalized prompts to identify knowledge gaps and preferred learning pathways.
Tools/Data Integration Step	Integrate with Viva Learning Copilot and internal learning content repositories to curate learning paths.
AI Processing/Output Format Step	Provide tailored training summaries, quizzes, and progress tracking to support ongoing skill development.

Skills

General
Human
Technology

Inventory Planning Expertise
Data Analysis and Interpretation
Training and Development
Communication Skills
Mentoring and Coaching
Patience and Empathy
Enterprise Resource Planning (ERP) Systems
Data Analytics Tools
Visualization and Reporting Software

Identify and implement technology enhancements to automate replenishment workflows.	70%	2.08%	$153K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: Research and summarize emerging AI and automation technologies applicable to replenishment workflow improvements.
Copilot Idea Coach	Prompt: Facilitate brainstorming sessions to generate and prioritize technology enhancement ideas for replenishment automation.
Copilot Analyst Agent	Prompt: Analyze ROI and performance data from pilot automation initiatives to support technology adoption decisions.
Configured Workflow
Copilot Researcher Agent	Conducts market research on emerging AI and automation technologies for replenishment.
Copilot Idea Coach	Generates and refines ideas for technology implementation scenarios and ROI impact.
Project Manager Agent (Planner)	Plans rollout and tracks adoption of selected automation enhancements.
Copilot Agent
Conversational Design Step	Facilitate structured ideation dialogues to capture current challenges, desired automation goals, and evaluation criteria.
Tools/Data Integration Step	Leverage Copilot Researcher Agent and Azure AI Foundry to investigate technology vendors and simulate ROI scenarios.
AI Processing/Output Format Step	Generate comparative reports and recommendation briefs to assist selection and implementation planning.

Skills

General
Human
Technology

Inventory Management Knowledge
Process Improvement
Project Management
Change Management
Communication Skills
Collaboration and Teamwork
Business Process Automation
Enterprise Resource Planning (ERP) Systems
Data Analysis and Reporting Tools
Software Evaluation and Vendor Management

Ensure compliance with company policies and industry regulations affecting inventory and supply chain procedures.	50%	2.08%	$109K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: Summarize relevant company policies and industry regulations, highlighting compliance requirements for inventory processes.
Knowledge Agent (SharePoint)	Prompt: Retrieve and organize authoritative compliance documents and guidelines for easy reference.
Copilot Analyst Agent	Prompt: Monitor compliance metrics and flag potential deviations for corrective actions.
Configured Workflow
Knowledge Agent (SharePoint)	Maintains an authoritative repository of compliance policies and regulatory documents.
Copilot Researcher Agent	Monitors updates and summarizes changes in relevant policies and regulations.
Copilot Analyst Agent	Analyzes compliance data and flags potential risk areas for timely intervention.
Copilot Agent
Conversational Design Step	Collect inputs on relevant policies, recent compliance activities, and areas of concern via guided questioning.
Tools/Data Integration Step	Integrate Microsoft Compliance and Governance tools with policy libraries and operational data sets.
AI Processing/Output Format Step	Continuously monitor data for compliance deviations and generate alerts and audit summaries.

Skills

General
Human
Technology

Regulatory Knowledge
Risk Management
Process Documentation
Attention to Detail
Communication Skills
Collaboration
Compliance Management Systems
Enterprise Resource Planning (ERP) Systems
Data Analysis Tools

Facilitate weekly cross-functional inventory strategy meetings to align priorities and resolve emerging issues.	25%	6.94%	$182K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: Generate meeting agendas, capture real-time notes, action items, and summarize decisions from weekly strategy meetings.
Project Manager Agent (Planner)	Prompt: Track follow-up actions and update progress on resolving emerging inventory issues.
Copilot Visual Creator	Prompt: Create visual summaries of meeting outcomes and priority alignment for distribution to stakeholders.
Configured Workflow
Facilitator Agent (Teams)	Organizes meeting agendas, records real-time notes, decisions, and action items during meetings.
Project Manager Agent (Planner)	Updates task lists and tracks progress on action items arising from strategy meetings.
Community Agent (Viva Engage)	Supports ongoing discussion and knowledge sharing post-meeting within internal communities.
Copilot Agent
Conversational Design Step	Assist in setting agendas and capturing participant inputs through interactive prompts before and during meetings.
Tools/Data Integration Step	Use Facilitator Agent embedded in Microsoft Teams to capture notes, actions, and decisions and sync with Planner.
AI Processing/Output Format Step	Automatically summarize meetings, highlight follow-ups, and distribute meeting briefs to stakeholders.

Skills

General
Human
Technology

Inventory Management Knowledge
Supply Chain Coordination
Meeting Facilitation
Cross-functional Communication
Conflict Resolution
Collaboration
Data Analysis Tools
Enterprise Resource Planning (ERP) Systems
Collaboration Platforms

Forecast demand variations based on promotional activities, seasonality, and market shifts to adjust replenishment forecasts.	75%	6.94%	$547K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Analyze historical demand data alongside promotional calendars and market trends to forecast demand variations.
Copilot Researcher Agent	Prompt: Provide insights into external market shifts and best practices for demand sensing in retail.
Copilot Visual Creator	Prompt: Generate visual demand forecast adjustments reflecting seasonality and promotions for planning presentations.
Configured Workflow
Copilot Analyst Agent	Analyzes historical sales and promotion data to detect seasonal and promotional demand patterns.
Copilot Researcher Agent	Incorporates external market data and trend research to enhance forecast accuracy.
Copilot Visual Creator	Produces dynamic visualizations illustrating forecast adjustments and implications for replenishment.
Copilot Agent
Conversational Design Step	Collect promotional schedules, seasonal patterns, and market indicators through structured conversation with the planner.
Tools/Data Integration Step	Access historical sales data, promotional calendars, and external market intelligence via Microsoft Fabric and Azure AI Search.
AI Processing/Output Format Step	Employ machine learning forecasting via Azure OpenAI Service to dynamically adjust demand forecasts and provide rationale.

Skills

General
Human
Technology

Demand Forecasting
Statistical Analysis
Market Trend Analysis
Attention to Detail
Collaboration
Problem Solving
Demand Planning Software
Data Visualization Tools
Enterprise Resource Planning (ERP) Systems

Develop contingency plans to manage inventory risks such as supply interruptions or demand spikes.	45%	6.94%	$328K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: Research and summarize risk scenarios and contingency planning best practices relevant to inventory management.
Copilot Analyst Agent	Prompt: Analyze historical disruption data to identify risk triggers and propose contingency plan adjustments.
Project Manager Agent (Planner)	Prompt: Create and manage tasks related to contingency plan development and testing.
Configured Workflow
Copilot Analyst Agent	Analyzes risk indicators and simulates various inventory disruption scenarios.
Copilot Idea Coach	Generates and refines contingency plan concepts and adaptive strategies based on simulations.
Project Manager Agent (Planner)	Tracks development, review, and communication of finalized contingency plans.
Copilot Agent
Conversational Design Step	Engage users to specify risk factors, thresholds, and possible mitigation strategies in a guided conversational manner.
Tools/Data Integration Step	Connect to risk monitoring data and scenario planning models via Microsoft Fabric and Copilot Studio custom agents.
AI Processing/Output Format Step	Generate dynamic contingency plans and risk impact simulations using AI-driven risk modeling tools.

Skills

General
Human
Technology

Risk Management
Demand Forecasting
Inventory Control and Optimization
Scenario Planning
Problem-Solving
Collaboration
Communication
Data Analysis
Supply Chain Management Systems
Advanced Planning and Scheduling (APS) Tools

Collaborate with finance teams to align inventory investment levels with budgetary constraints and company financial goals.	35%	6.94%	$255K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Compile and analyze inventory investment data alongside finance budgets to identify alignment opportunities.
Facilitator Agent (Teams)	Prompt: Document collaboration meeting discussions and decisions to ensure alignment on inventory financial goals.
Project Manager Agent (Planner)	Prompt: Track joint inventory-finance initiatives and assign follow-up tasks for budget alignment.
Configured Workflow
Copilot Analyst Agent	Integrates inventory and financial data to provide visibility on investment levels and constraints.
Project Manager Agent (Planner)	Facilitates joint planning cycles by organizing cross-functional review and update tasks.
Copilot Writing Coach	Assists in drafting clear communications and alignment documentation for finance and inventory teams.
Copilot Agent
Conversational Design Step	Guide collection of budget targets, inventory investment preferences, and financial KPIs through structured dialogue.
Tools/Data Integration Step	Integrate financial planning data and inventory metrics from Microsoft Fabric and Power BI for cross-team visibility.
AI Processing/Output Format Step	Produce alignment reports highlighting trade-offs and recommendations to balance inventory investment with budget goals.

Skills

General
Human
Technology

Financial Acumen
Inventory Management
Budget Planning and Forecasting
Cross-functional Collaboration
Communication Skills
Analytical Thinking
ERP Systems Knowledge
Demand Planning Software
Data Analysis Tools

Review and optimize reorder points and safety stock policies to balance inventory availability and carrying costs.	70%	6.94%	$510K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Analyze inventory levels, demand variability, and carrying costs to recommend optimized reorder points and safety stocks.
Copilot Visual Creator	Prompt: Generate visual models and scenario comparisons of different inventory policy settings for decision support.
Facilitator Agent (Teams)	Prompt: Capture decisions and action plans from inventory policy review meetings.
Configured Workflow
Copilot Analyst Agent	Analyzes current inventory levels, demand variability, and carrying costs to recommend policy adjustments.
Copilot Researcher Agent	Gathers benchmark data and best practice guidelines to inform reorder point and safety stock optimization.
Project Manager Agent (Planner)	Manages implementation tasks for policy updates and monitors the impact on inventory performance.
Copilot Agent
Conversational Design Step	Prompt users to specify product groups, service levels, and cost constraints relevant to replenishment policy adjustments.
Tools/Data Integration Step	Access reorder and safety stock parameters along with demand variability data through Microsoft Fabric and Power BI connectors.
AI Processing/Output Format Step	Apply inventory optimization models using Copilot Analyst to recommend policy updates balancing availability and costs.

Skills

General
Human
Technology

Inventory Management
Demand Forecasting
Cost-Benefit Analysis
Data Analysis
Critical Thinking
Collaboration
Attention to Detail
Enterprise Resource Planning (ERP) Systems
Inventory Optimization Software
Data Visualization Tools

Skills

General

Data Analysis
Inventory Management
Demand Forecasting
Industry Knowledge
Financial Acumen
Supply Chain Performance Analysis
Corrective Action Planning
Supplier Relationship Management
Statistical Forecasting
Inventory Management Knowledge
Supply Chain Management
Logistics Planning
Financial Analysis
Supply Chain Knowledge
Business Case Development
Process Improvement
Supply Chain Optimization
Reporting and Visualization
Root Cause Analysis
Data Accuracy and Validation
Inventory Control and Replenishment Knowledge
Supply Chain Coordination
Supplier Evaluation
Contract Management
Inventory Planning Expertise
Data Analysis and Interpretation
Training and Development
Project Management
Regulatory Knowledge
Risk Management
Process Documentation
Meeting Facilitation
Statistical Analysis
Market Trend Analysis
Inventory Control and Optimization
Scenario Planning
Budget Planning and Forecasting
Cost-Benefit Analysis

Human

Critical Thinking
Attention to Detail
Collaboration
Cross-Functional Collaboration
Communication
Communication Skills
Problem-Solving
Negotiation Skills
Problem Solving
Cross-functional Collaboration
Conflict Resolution
Leadership
Change Management
Effective Communication
Stakeholder Management
Relationship Building
Persuasion and Influence
Mentoring and Coaching
Patience and Empathy
Collaboration and Teamwork
Cross-functional Communication
Analytical Thinking

Technology

Statistical Software Proficiency
Enterprise Resource Planning (ERP) Systems
Business Intelligence (BI) Tools
Supply Chain Planning Systems
Data Analysis Tools
Inventory Management Systems
Performance Monitoring Dashboards
Data Visualization Tools
Advanced Excel Skills
ERP or Supply Chain Management Systems
Supply Chain Analytics Tools
Collaboration Platforms
Spreadsheet Software
Demand Forecasting Tools
Spreadsheet Proficiency
Business Intelligence Tools
Inventory Management Software
ERP and Inventory Management Systems
SQL and Database Management
Forecasting and Demand Planning Tools
Reporting and Dashboard Tools
Supply Chain Management Software
Data Analytics Tools
Visualization and Reporting Software
Business Process Automation
Data Analysis and Reporting Tools
Software Evaluation and Vendor Management
Compliance Management Systems
Demand Planning Software
Supply Chain Management Systems
Advanced Planning and Scheduling (APS) Tools
ERP Systems Knowledge
Inventory Optimization Software

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

Store Manager

Work Intelligence™

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

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Work Intelligence™

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

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Retail AI Impact Analysis

Work. Reinvented: What Your Data Tells You