Back to BlogAI & ML

RAG vs. Fine-Tuning: Choosing the Right Path for Domain AI

A decision framework for when to use Retrieval-Augmented Generation versus full model fine-tuning.

P

Priya Nair

AI Solutions Lead

July 12, 202511 min read

RAG or Fine-Tuning?


Don't fine-tune when you can retrieve. Learn how to store your enterprise knowledge in vector databases.

AIRAGLLMVector Databases
Share this article:TwitterLinkedIn
P

Priya Nair

AI Solutions Lead

ML engineer and AI product strategist with 8 years of experience.

Related Articles

AI & ML

LLM Integration Best Practices for Prod Systems

Hard-won lessons from integrating large language models into enterprise applications — covering latency, cost, reliability, and safety.

Read article
Ready to get started?

Let's build something
extraordinary together

Whether you want Aeterna on your phone line, WebIntel on your websites, Gateway in front of your models, Omni Tools on your network, Multi-View on the desktop, Rekhly Visuals on your dashboards, or a custom build — we're here to help.

Start a ConversationSee Our Work
No long-term contracts
Response within 24 hours
Free discovery call