Fine-Tuning: When Does It Actually Help?

By C.W. Jameson · Published 10 January 2026 · Last reviewed 10 January 2026

Fine-tuning helps with format and style. It rarely helps with knowledge. I have the invoice to prove it.

The conditions under which fine-tuning produces meaningful improvement over prompting, and the seven cases where it doesn't.