RAG vs Fine-Tune

A practical gate for when to retrieve with RAG versus fine-tune an LLM — knowledge vs behavior, cost order, and the hybrid pattern.

Use RAG When
Answers need private / fresh docs
Fine-Tune When
Stable skill: tone, format, jargon
Skip Fine-Tune When
You only need today’s prices / docs