The Alternatives to RAG
You might be wondering, is Retrieval Augmented Generation (RAG) the only way to train an AI on my data? Nope! However, it’s going to be the best way to do it for most people. Let’s talk about the alternatives, so we can make sure you’re not in the minority who shouldn’t choose RAG.
![](https://megnasoft.com/wp-content/uploads/sites/8/2023/12/Cost-Effective-Alternative-for-Large-Language-Models.jpg)
RAG: A Game-Changing Cost-Effective Alternative for Large Language
Alone - Alternative Mix - song and lyrics by Rag'n'Bone Man
![](https://deci.ai/wp-content/uploads/2023/09/6-1024x576.png)
Full Fine-Tuning, PEFT, Prompt Engineering, or RAG?
The AI Conversation Grounding, annotation, & knowledge writing
![](https://miro.medium.com/v2/resize:fit:1358/1*L_v4MC3zhMyoT_zgg0ELRw.jpeg)
Analyzing RAG Methods: Semantic Similarity vs. Full Document
RAG: How to index a document with a vector representation. Learn
The AI Conversation Grounding, annotation, & knowledge writing
AI for the Enterprise - Unlocking Enterprise Efficiencies with RAG
The Alternatives to RAG
The Alternatives to RAG
![](https://miro.medium.com/v2/resize:fit:1400/1*dhDhGQo2iFZ57oSapGK_3A.png)
Analyzing RAG Methods: Semantic Similarity vs. Full Document
![](https://i1.sndcdn.com/artworks-000001661936-hnuv4w-t500x500.jpg)
Stream Dan Sartain - Bohemian Grove (Alternative Toe Rag Version
![](https://webimages.mongodb.com/_com_assets/cms/lpjy6rvgdwdosiirw-LLM-not-augmented.png?auto=format%252Ccompress)
Retrieval Augmented Generation (RAG)