Bilibili Tech

Sep 26, 2025 · Artificial Intelligence

How RAG Transforms Natural Language Queries into Accurate SQL for Business Users

This article explains how Retrieval‑Augmented Generation (RAG) combines large language models with vector databases to let non‑technical staff query massive membership data using plain language, detailing the workflow, technical architecture, optimization challenges, and real‑world impact on data‑driven decision making.