Disruption to supply chains as the pandemic swept the globe has led many companies to reevaluate how well-equipped they are to handle system-wide volatility across networks. How is anyone to make sense of demand and supply patterns and manage overall health in the midst of this pandemic -- which has introduced a level of uncertainty that current enterprise tools are not designed to process? Working closely with our customers on a daily basis, we are being asked to help make sense of their demand signals across complex networks and hierarchies. We are also helping them predict and respond to impending supply imbalances within their 0-12 week execution windows, a critical source of value leakage and especially pertinent in current times. Faced with this fast-paced, multi-dimensional chess-game, customers need clear planning recommendations that improve fill rates, reduce inventory, minimize write-offs and control logistics spend.