diff --git a/samples/langchain_quick_start.ipynb b/samples/langchain_quick_start.ipynb
index 48feb05..a27c90d 100644
--- a/samples/langchain_quick_start.ipynb
+++ b/samples/langchain_quick_start.ipynb
@@ -31,7 +31,7 @@
     "---\n",
     "\n",
     "# **Introduction**\n",
-    "In this codelab, you'll learn how to create a powerful interactive generative AI application using Retrieval Augmented Generation with Memorystore for Redis and LangChain. You'll build an application grounded in a [Netflix Movie dataset](https://www.kaggle.com/datasets/shivamb/netflix-shows), allowing you to interact with movie data in exciting new ways."
+    "In this codelab, you'll learn how to create a powerful interactive generative AI application using Retrieval Augmented Generation powered by [Memorystore for Redis](https://cloud.google.com/memorystore) and [LangChain](https://www.langchain.com/). You'll build an application grounded in a [Netflix Movie dataset](https://www.kaggle.com/datasets/shivamb/netflix-shows), allowing you to interact with movie data in exciting new ways."
    ]
   },
   {