AI for the Supply Chain · GA.IA
Forecast demand. Govern the chain.
GA.IA is the UEBB supply chain engine: nine machine learning models integrated in a single platform — from demand forecasting to defect classification — presented at LIUC as a concrete case of AI applied to the supply chain.
In practice
Demand forecasting
Time series with LSTM (94.5% accuracy) and a Prophet + XGBoost ensemble (96.6%): per-SKU forecasts that update with new data, with confidence intervals — not just a number.
Control tower
Shipment tracking, anomaly detection with Isolation Forest and reinforcement learning, bottlenecks spotted before they stop the line.
Quality and risk
Defect classification with Random Forest (>90%), SKU segmentation with K-Means + UMAP, sentiment analysis with DistilBERT on news affecting suppliers.
Planning
Capacity planning and scheduling with real constraints, integrated with ERP and MES: the plan changes when reality changes.
Stack and technologies
- PyTorch · LSTM
- Prophet
- XGBoost
- scikit-learn
- DistilBERT
- Python
Project
In GA.IAGA.IA, presented at LIUC
Demo on 100 SKUs with real-time forecasting, a control tower with GPS and hybrid AI (Prophet + XGBoost + Isolation Forest), quality & compliance with ML defect classification, production planning and news-based risk intelligence. Results measured in the demo: forecast errors −18%, on-time deliveries +15%, response times −25%.
Discover GA.IA →- Forecast
- 96.6% (ensemble)
- Forecast errors
- −18%
- On-time delivery
- +15%
- Response times
- −25%
How we work
Four steps, always the same
- 01
Data audit: sales, orders, lead times, master data
- 02
Forecasting and anomaly detection models on your data, with backtesting
- 03
ERP/MES integration and operational dashboards
- 04
Release, accuracy monitoring, periodic retraining
Frequently asked questions
How much data is needed to start?
Two to three years of per-SKU sales history with basic information (promotions, seasonality, lead times) is enough. Where data is scarce we use hierarchical models and external variables.
Is GA.IA a product or a project?
It is our engine: the modules adapt to your processes and systems. We show it in a demo and configure it on your case.
Related capabilities
All AI capabilities →Get started
Ready to transform your business?
Contact us for a free consultation and discover how we can help you reach your goals.