RAG gives your LLM a snapshot. Live web search gives it a window. The difference matters in production, especially when users are asking about things your vector store hasn't seen yet. Three integration patterns, real code, clear tradeoffs. https://towardsdatascience.com/grounding-llms-with-fresh-web-data-to-reduce-hallucinations/