The Preclinical Information Center (PRINCE) is a cloud-hosted platform developed by Bayer AG and Thoughtworks to enhance drug development in the pharmaceutical industry. PRINCE utilizes Agentic Retrieval-Augmented Generation and Text-to-SQL to integrate and analyze decades of safety study reports, evolving from a keyword-based search to an intelligent research assistant.