diff --git a/examples/chat_rag_connector/RAG_Chatbot_with_Connectors.ipynb b/examples/chat_rag_connector/RAG_Chatbot_with_Connectors.ipynb
index bdb3f785..9214a4ed 100644
--- a/examples/chat_rag_connector/RAG_Chatbot_with_Connectors.ipynb
+++ b/examples/chat_rag_connector/RAG_Chatbot_with_Connectors.ipynb
@@ -1,5 +1,12 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "*We recommend first reading this [article](https://txt.cohere.com/rag-chatbot-connector/) as it provides the context needed to understand this notebook.*"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 1,
diff --git a/examples/chat_rag_connector/demo/provider/app.py b/examples/chat_rag_connector/demo/provider/app.py
index d3a4804f..fd4eba57 100644
--- a/examples/chat_rag_connector/demo/provider/app.py
+++ b/examples/chat_rag_connector/demo/provider/app.py
@@ -8,7 +8,6 @@
 
 demo_store = {}
 
-
 # This function is run for the /search endpoint
 # the results that are returned here will be passed to Cohere's model for RAG
 def search(body):
diff --git a/examples/chat_rag_quickstart_connector/RAG_Chatbot_with_Quickstart_Connectors.ipynb.ipynb b/examples/chat_rag_quickstart_connector/RAG_Chatbot_with_Quickstart_Connectors.ipynb.ipynb
index 2e1fe9c0..ee6a71b0 100644
--- a/examples/chat_rag_quickstart_connector/RAG_Chatbot_with_Quickstart_Connectors.ipynb.ipynb
+++ b/examples/chat_rag_quickstart_connector/RAG_Chatbot_with_Quickstart_Connectors.ipynb.ipynb
@@ -1,5 +1,12 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "*We recommend first reading this [article](https://txt.cohere.com/rag-chatbot-quickstart/) as it provides the context needed to understand this notebook.*"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 1,