In the rapidly evolving landscape of Generative AI, the transition from experimental Proof of Concepts (POCs) to production-grade applications is the most significant hurdle for enterprises today. At the heart of this transition lies Retrieval-Augmented Generation (RAG). While the "Generation" part—handled by Large Language Models (LLMs) like GPT-4—is often the focus, the quality of the "Retrieval