Fine-tuning explained: when it beats prompting and when it doesn't Fine-tuning trains a model on your data to shape behavior and output format. Here's when it beats prompting, what it costs in 2026, and when to skip it. Jul 20, 2026 · 5 min read glossaryfine-tuningprompt-engineering