Organizations seeking to harness AI while maintaining data sovereignty and cost control are exploring open-source platforms like LibreChat and Open WebUI as alternatives to commercial AI solutions. LibreChat offers a traditional integration approach with comprehensive authentication systems suited for complex enterprise environments, whereas Open WebUI provides a pipeline architecture that allows flexible model and prompt management, with streamlined user management features. Both platforms support a wide range of language models and can be integrated with Portkey to enhance reliability, security, and governance, including features like conditional routing, retries, and load balancing. LibreChat's deployment flexibility spans various cloud options, while Open WebUI is container-centric with native Python installation support. Portkey further augments both platforms with observability features and a centralized dashboard for tracking operational metrics, ensuring organizations can optimize their AI usage and maintain control over data. The choice between LibreChat and Open WebUI depends on specific organizational needs, such as deployment flexibility or container preference, but both promise robust infrastructure for scalable AI applications.