diff --git a/docs/blog/rag-is-not-enough.md b/docs/blog/rag-is-not-enough.md
index 88558c0aa..9483608af 100644
--- a/docs/blog/rag-is-not-enough.md
+++ b/docs/blog/rag-is-not-enough.md
@@ -97,4 +97,10 @@ This final model can be found [here on Huggingface](https://huggingface.co/jan-h
 
 ![Using LLM locally](img/nitro-on-jan.png)
 
-*Figure 3. Using the new finetuned model in [Jan](https://jan.ai/)*
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+*Figure 3. Using the new finetuned model in [Jan](https://jan.ai/)*
+
+# Improving results with RAG
+
+As an additional step, we also added [Retrieval Augmented Generation (RAG)](https://blogs.nvidia.com/blog/what-is-retrieval-augmented-generation/) as an experiment parameter.
+
+A simple RAG setup was done using **[Llamaindex](https://www.llamaindex.ai/)** and the **[bge-en-base-v1.5 embedding](https://huggingface.co/BAAI/bge-base-en-v1.5)** model for efficient documentation retrieval and question-answering. You can find the RAG implementation [here](https://github.com/janhq/open-foundry).
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