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questionLLMsRAGFine-tuning2026-08-04

When is fine-tuning worth it vs stronger RAG + prompts?

by Maya Chen

We have domain PDFs and a decent retrieval stack. Leadership keeps asking for fine-tuning. What signals actually justify the cost and ops burden?

Answers (1)

Alex Rivera2026-08-04Best answer

Fine-tune when you need consistent style/format or tool-calling schema adherence that prompting fails at. Keep RAG for facts that change. Many teams over-index on FT before fixing chunking and query rewriting.

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