diff --git a/examples/Question_answering_using_embeddings.ipynb b/examples/Question_answering_using_embeddings.ipynb
index b1c4972a5c..234d643958 100644
--- a/examples/Question_answering_using_embeddings.ipynb
+++ b/examples/Question_answering_using_embeddings.ipynb
@@ -137,7 +137,7 @@
     "from scipy import spatial  # for calculating vector similarities for search\n",
     "\n",
     "# models\n",
-    "EMBEDDING_MODEL = \"text-embedding-ada-002\"\n",
+    "EMBEDDING_MODEL = \"text-embedding-3-small\"\n",
     "GPT_MODEL = \"gpt-3.5-turbo\"\n",
     "\n",
     "client = OpenAI(api_key=os.environ.get(\"OPENAI_API_KEY\", \"<your OpenAI API key if not set as env var>\"))\n"