📊 Fine-tuning an LLM doesn't need an enterprise budget, but it does need clean data, a cost tracking system, and understanding what you're actually building.

Most teams waste money on the training step when the real problems are in preparation.

This guide covers dataset formats, LoRA mechanics explained for non-technical readers, platform comparison, and how to evaluate results without labeled test data.