Scalability of digital transformation in a highly regulated environment: Lessons from Roche’s global operations

This practitioner paper examines how multinational organizations can scale digital transformation in highly regulated environments where compliance requirements vary across countries and functions. While many organizations successfully launch digital pilots, far fewer manage to scale them into enterprise-wide transformation. Drawing on 26 semi-structured interviews conducted within Roche, a global pharmaceutical company, we examine how two AI-enabled initiatives, AI-driven translation and robotic process automation for regulatory tasks, were scaled across complex regulatory environments. The findings identify three organizational development areas required for scalable digital transformation: building a mindset and capacity for scaling pilots, embedding standardization and integration, and managing information flows under regulatory complexity. We further identify two mechanisms that enable these development areas to translate into scalable outcomes: impact assessment as a stage-gate discipline and visioning around information flows. From this analysis, we distill five lessons for practice: (1) treat pilots as stepping stones rather than isolated experiments; (2) design digital pilots for reusability and interoperability; (3) embed regulatory adaptability into pilot design; (4) use impact assessment to govern scale-up decisions; and (5) anchor digital initiatives in a shared vision of information flows. These findings offer practical guidance for organizations seeking to scale digital transformation while maintaining coherence, compliance, and enterprise-wide impact in highly regulated industries.