Pure LLM: Smart but frozen in time—answers from old training data, risks hallucinations on current events. RAG: LLM + real-time search—retrieves fresh facts from docs/web first, then generates accurate answers with fewer errors. LLM guesses from the past; RAG checks the present. Ideal for facts, support, research.