| Supply Chain Visibility & Optimization | 
      Project44, Power BI, ChatGPT, SAP IBP | 
      Track shipments and lead times; summarize bottlenecks; generate predictive ETAs and performance dashboards. | 
      Increases responsiveness and reduces inventory costs. | 
    
    
      | Inventory Forecasting & Replenishment | 
      Excel, Python (pandas), ChatGPT, NetSuite | 
      Analyze demand patterns; simulate reorder points; auto-summarize optimal stock levels. | 
      Prevents shortages and excess storage costs. | 
    
    
      | Transportation & Routing Optimization | 
      Google OR-Tools, Power BI, ChatGPT, ArcGIS | 
      Model route efficiency using fuel, distance, and constraints; summarize savings scenarios. | 
      Reduces freight costs and environmental impact. | 
    
    
      | Procurement Coordination | 
      Coupa, ChatGPT, SAP Ariba, Notion | 
      Track purchase orders; draft correspondence with vendors; summarize delivery performance. | 
      Improves supply reliability and documentation accuracy. | 
    
    
      | Warehouse Management & Layout | 
      AutoCAD, ChatGPT, Power BI, Manhattan WMS | 
      Map facility layouts; calculate throughput efficiency; simulate space optimization. | 
      Improves flow and maximizes capacity. | 
    
    
      | Performance Metrics & Reporting | 
      Power BI, Excel, ChatGPT, Tableau | 
      Generate KPIs for OTIF, cycle time, and order accuracy; draft weekly summaries for management. | 
      Supports continuous improvement and accountability. | 
    
    
      | Risk & Contingency Planning | 
      Notion, ChatGPT, Power BI, Excel | 
      Simulate supplier failures or transport delays; document mitigation steps and alternatives. | 
      Improves resilience and business continuity. | 
    
    
      | Sustainability & ESG Tracking | 
      One Click LCA, Power BI, ChatGPT, Excel | 
      Monitor emissions and packaging waste; summarize supplier sustainability ratings. | 
      Aligns logistics strategy with environmental goals. | 
    
    
      | Cross-Functional Collaboration | 
      Slack, Miro, ChatGPT, Asana | 
      Summarize meeting outcomes; maintain shared dashboards; facilitate communication across teams. | 
      Enhances coordination and reduces silo inefficiencies. | 
    
    
      | Budgeting & Cost Analysis | 
      Excel, Power BI, ChatGPT, SAP | 
      Model transport and warehousing costs; analyze deviations and generate variance reports. | 
      Supports fiscal discipline and margin protection. | 
    
    
      | AI Ethics & Data Governance | 
      Claude, ChatGPT, OneTrust, SharePoint | 
      Document AI-generated forecasts; validate datasets; maintain traceability for automated insights. | 
      Ensures responsible and auditable use of AI in logistics. |