A production fine-tuning program can cost USD 30,000–180,000 end-to-end, while only USD 200–6,000 of that may be GPU compute, which means the actual bill is often a systems bill, not a training bill. That's the core reason the expense of fine-tuning LLMs gets misunderstood so often, especially by founders who start with a clean GPU […]