diff --git a/rag_from_scratch_10_and_11.ipynb b/rag_from_scratch_10_and_11.ipynb
index 2de0b9a1..1fa040b1 100644
--- a/rag_from_scratch_10_and_11.ipynb
+++ b/rag_from_scratch_10_and_11.ipynb
@@ -57,7 +57,9 @@
    "id": "9acfd3be-d9d3-42f6-a13d-b936bb8cd6f4",
    "metadata": {},
    "source": [
-    "`(3) API Keys`"
+    "`(3) API Keys\n`"
+    "\n",
+    "https://platform.openai.com/settings/organization/api-keys"
    ]
   },
   {