Driving Intelligence Across a Leading German Automotive Manufacturer’s Operations with AI-Powered Forecasting

Enterprise AI Forecasting Framework – Designed and deployed a centralized, modular AI/ML forecasting architecture to unify forecasting across Finance, Logistics, Procurement, and Sales, replacing fragmented, manual processes with a single source of truth.
Accuracy & Predictive Depth – Achieved up to 80% forecast accuracy across freight costs, transport lead times, and sales, with <20% MAPE for daily and weekly bank balance forecasts—delivering reliable short- and long-term visibility across business functions.
Operational Efficiency at Scale – Automated end-to-end forecasting pipelines, significantly reducing manual effort, minimizing human error, and enabling monthly forecast updates with minimal retraining overhead.
Actionable Business Intelligence – Enabled finance, sales, and logistics teams with real-time, role-specific dashboards to support proactive cash flow management, inventory planning, shipment prioritization, and demand-led decision-making.
Modularity, Scalability & Reuse – Implemented a reusable forecasting framework supporting both univariate and multivariate models, allowing rapid extension to new business use cases, profit centers, and data sources without architectural rework.
Strategic Business Impact – Improved planning precision, strengthened cross-functional alignment, and established a scalable AI foundation to support ongoing digital transformation and enterprise-wide forecasting maturity.