Private AI: Enterprise Data in the RAG Era

Introduction: The Modern Crisis — Data Sovereignty. In early to mid-2023, global technology enterprises became acutely aware of a significant threat to their privacy and data security. The source of this issue was the employees themselves; whether intentionally or accidentally, staff shared critical and confidential proprietary information unauthorized for external access with public AI models. The core problem is that this data became part of global knowledge bases, which these companies do not control, making it accessible to the public...