diff --git a/docs/docs/how-tos/persistence.ipynb b/docs/docs/how-tos/persistence.ipynb
index 36b28e56a..cf02c0b90 100644
--- a/docs/docs/how-tos/persistence.ipynb
+++ b/docs/docs/how-tos/persistence.ipynb
@@ -34,7 +34,14 @@
     "\n",
     "This works for [StateGraph](https://langchain-ai.github.io/langgraph/reference/graphs/#langgraph.graph.StateGraph) and all its subclasses, such as [MessageGraph](https://langchain-ai.github.io/langgraph/reference/graphs/#messagegraph).\n",
     "\n",
-    "Below is an example.\n",
+    "This guide shows how you can add memory to your graph.\n",
+    "\n",
+    "<div class=\"admonition tip\">\n",
+    "    <p class=\"admonition-title\">Note</p>\n",
+    "    <p>\n",
+    "        In this how-to, we add memory that is scoped to a single conversation (session). If you need memory that is <b>shared</b> across multiple conversations or users, check out this <a href=\"https://langchain-ai.github.io/langgraph/how-tos/memory/shared-state/\">how-to guide</a>).\n",
+    "    </p>\n",
+    "</div>\n",
     "\n",
     "<div class=\"admonition tip\">\n",
     "    <p class=\"admonition-title\">Note</p>\n",