When it comes to supply chain challenges, whether it be shipment delays, customs congestions, increased premium freight costs, supply and demand variability, quality issues — a lot can and does go wrong.

Recent volatility as a result of the pandemic and now the crisis in Ukraine has exacerbated supply chain disruptions and complexity, creating an even greater need for global businesses to optimize supply chain management.

Fortunately, technological developments such as Machine Learning have emerged that are leveling up supply chain control tower capabilities with transformative results, providing a promising and practical path forward through these difficult times.