The rise of generative AI has created a growing need for tools that combine large language models (LLMs) with private or organizational knowledge in a flexible and cost-effective way. While proprietary platforms dominate the market, open-source alternatives are catching up — offering developers more control, transparency, and extensibility. RAGFlow is one