LLM fine-tuning cost in 2026: $3 to $30 self-hosted, break-even math

Fine-tuning LLMs in 2026 costs $3-$30 in GPU time for open-weight models, or a 50% inference premium on GPT-4.1. Break-even math across three real scenarios.