Fine-tuning vs Prompting vs RAG: The Complete 2026 Decision Guide

Three distinct levers for adapting a frontier LLM to your work — prompting, retrieval-augmented generation, and fine-tuning — with very different cost shapes, accuracy ceilings, and maintenance burdens. This guide is the decision framework.