AI Powered Demand Forecasting
Our Experience
At a $5B Retail Company
Impact
+$150M Revenue
We delivered highly granular, best-in-class forecasting accuracy for a $5B apparel retailer by deploying an ensemble of advanced machine learning and artificial intelligence models within the client’s cloud environment.
Our Champion vs. Challenger framework enables continuous model competition across high-dimensional data, optimizing performance at the store-SKU-day level. Leveraging a diverse mix of algorithms — including Abacus AI, Facebook Prophet, ARIMA, SVM, and Vertex AI — our ensemble dynamically selects the best-fit model per segment.
The Result: significantly improved forecast precision over legacy tools like JDA and Blue Yonder driving more than $150M in incremental revenue, with full integration into downstream production systems post-validation.