Zurich Group Germany has invested heavily in Big Data, Cloud and AI technologies in recent years. What started with a migration of a DB2 DWH has grown into a cloud-based Data Lake with a connected Machine Learning platform. The so called Big Data Grassroots initiative is now the successful foundation for scalable AI at Zurich. This presentation will focus on Zurich AI use cases and our interdisciplinary implementation approach.