A leading Biogen company and another Chemical manufacturing company started experiencing bottlenecks in manufacturing and a lack of visibility into their batches, increasing the risk of failed lots. They were seeking to build a data solution to trace their lot life cycle so they could have complete visibility into the different components across multiple manufacturing sites. They also wanted to pilot/implement predictive capabilities to forecast lots committed timelines, to proactively rescue failed batches, adjust production and supply chain plans, and optimize resource allocation.