Executive Summary What if scientific hypotheses could be generated not just faster—but with traceable logic, real-time citations, and domain-specific reasoning? A global biopharma company exploring AI’s role in early-stage R&D.

Executive Summary Migrating hundreds of legacy applications from mainframe to cloud is not just an engineering task, it is a transformation bottleneck that spans requirement discovery, test coverage, and delivery.