Enterprise-grade AI applications for drug discovery for pharmaceutical companies, deployable and customizable within on-premises IT to keep all data local for IP sovereignty. Local deployments enable secure data control and form the basis for hosted federated networks that collaboratively train and benchmark models on proprietary datasets.