diff --git a/docs/extras/integrations/vectorstores/vectara.ipynb b/docs/extras/integrations/vectorstores/vectara.ipynb
index 05382091b9..bf99823394 100644
--- a/docs/extras/integrations/vectorstores/vectara.ipynb
+++ b/docs/extras/integrations/vectorstores/vectara.ipynb
@@ -8,7 +8,7 @@
    "source": [
     "# Vectara\n",
     "\n",
-    ">[Vectara](https://vectara.com/) is a API platform for building GenAI applications. It provides an easy-to-use API for document indexing and query that is managed by Vectara and is optimized for performance and accuracy. \n",
+    ">[Vectara](https://vectara.com/) is a API platform for building GenAI applications. It provides an easy-to-use API for document indexing and querying that is managed by Vectara and is optimized for performance and accuracy. \n",
     "See the [Vectara API documentation ](https://docs.vectara.com/docs/) for more information on how to use the API.\n",
     "\n",
     "This notebook shows how to use functionality related to the `Vectara`'s integration with langchain.\n",