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RAG vs Fine-Tuning: How to Choose the Right Approach

The difference between adding knowledge with retrieval and changing behaviour with fine-tuning, and a simple way to decide which one your problem needs.

Format
Guide · Intermediate
Level
Intermediate
Length
10 min read
Updated
Sep 2026
Topics
RAG vs fine-tuning, when to fine-tune an LLM, fine-tuning vs prompt engineering

The core distinction

RAG changes what the model knows at the moment it answers by supplying relevant information. Fine-tuning changes how the model behaves by training it further on examples. Most confusion disappears once you ask whether your problem is about missing knowledge or about behaviour.

Read the full guideGuide · Intermediate · 10 min read
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