Northeastern Distribution had attempted three previous supply chain optimization initiatives with minimal results. The key difference with the AI approach was the system's ability to incorporate multiple data sources—including weather patterns, social media sentiment, and competitor pricing—into the forecasting model, creating unprecedented prediction accuracy.