
AI Engineering
RAG vs. Fine-Tuning: Picking the Right Tool for Your Knowledge Base
A practical, non-hype breakdown of when retrieval beats fine-tuning for grounding an AI system in your company's data — and when it doesn't.
Usama Malik3 min read
3 articles found.

A practical, non-hype breakdown of when retrieval beats fine-tuning for grounding an AI system in your company's data — and when it doesn't.

Lessons from shipping a conversational intake assistant across 12 clinics — the technical decisions were the easy part.

The single highest-leverage design decision in a support chatbot isn't the model you pick — it's how honestly it hands off to a human.