diff --git a/docs/docs/tutorials/rag.ipynb b/docs/docs/tutorials/rag.ipynb
index cc8313ecce8..c1c97348519 100644
--- a/docs/docs/tutorials/rag.ipynb
+++ b/docs/docs/tutorials/rag.ipynb
@@ -107,7 +107,7 @@
     "```\n",
     "## Preview\n",
     "\n",
-    "In this guide we’ll build a QA app over as website. The specific website we will use is the [LLM Powered Autonomous\n",
+    "In this guide we’ll build an app that answers questions about the content of a website. The specific website we will use is the [LLM Powered Autonomous\n",
     "Agents](https://lilianweng.github.io/posts/2023-06-23-agent/) blog post\n",
     "by Lilian Weng, which allows us to ask questions about the contents of\n",
     "the post.\n",