The rapid growth, scale and sophistication of digital twins has been driven by the ubiquitous availability of cloud-computing. Cloud-computing provides the necessary computing power, advanced artificial intelligence (AI) techniques for process step predictions, process orchestration, and large-scale data integration/Internet of Things (IoT) from key life science enterprise sources that is being readily adopted, and becoming more mainstream every day.