diff --git a/samples/04_gis_analysts_data_scientists/ai_utility_services_enhancing_service_requests.ipynb b/samples/04_gis_analysts_data_scientists/ai_utility_services_enhancing_service_requests.ipynb
index a5745758e7..ff4eb2d7a9 100644
--- a/samples/04_gis_analysts_data_scientists/ai_utility_services_enhancing_service_requests.ipynb
+++ b/samples/04_gis_analysts_data_scientists/ai_utility_services_enhancing_service_requests.ipynb
@@ -5,8 +5,27 @@
    "id": "38c7471c-90e7-4b10-9550-4d4aa8365b84",
    "metadata": {},
    "source": [
-    "# Enhancing 311 Service Requests with ArcGIS AI Utility Services\n",
+    "# Enhancing 311 Service Requests with ArcGIS AI Utility Services"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab71e22d-bb6c-4fb4-8856-bc0c28e3d547",
+   "metadata": {},
+   "source": [
     "\n",
+    "> **NOTE: Beta Functionality** The functionality in this module depends upon ArcGIS Online AI-powered services, which are currently\n",
+    "> in [beta release](https://doc.arcgis.com/en/arcgis-online/reference/faq.htm#ESRI_QUESTIONANSWER_7863F84900E144B8A40F9B8F8794FE9B).\n",
+    "> General availability for these services will be announced in a future ArcGIS Online release. After the\n",
+    "> services become generally available, the functions in this module will consume ArcGIS Online credits\n",
+    "> according to this [Credits by capability](https://doc.arcgis.com/en/arcgisonline/administer/credits.htm#ESRI_SECTION1_709121D2C7694DCAB9B8592F36F7A5BA) > information.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d47cedcf-636f-4be7-b39b-51647d015cee",
+   "metadata": {},
+   "source": [
     "This sample demonstrates how to use **ArcGIS AI Utility Services** with the ArcGIS API for Python to enhance real-world 311 service request data.\n",
     "\n",
     "You will learn how to:\n",
@@ -887,7 +906,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "aienv",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -901,7 +920,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.7"
+   "version": "3.13.13"
   }
  },
  "nbformat": 4,