diff --git a/docs/tutorials/autogluon-assistant-quick-start.ipynb b/docs/tutorials/autogluon-assistant-quick-start.ipynb
index c7efdde8..822e37d6 100644
--- a/docs/tutorials/autogluon-assistant-quick-start.ipynb
+++ b/docs/tutorials/autogluon-assistant-quick-start.ipynb
@@ -19,6 +19,7 @@
     "- Preparing Your Data\n",
     "- Using AutoGluon Assistant (via Command Line Interface)\n",
     "- Using AutoGluon Assistant (through Python Programming)\n",
+    "- Using AutoGluon Assistant (via Web UI)\n",
     "\n",
     "By the end of this tutorial, you'll be able to run your data with our highly accurate ML solutions using just natural language instructions. Let's get started with the installation!"
    ]
@@ -58,6 +59,7 @@
    "outputs": [],
    "source": [
     "# Option A: AWS Bedrock (Recommended)\n",
+    "!export BEDROCK_API_KEY='4509...'\n",
     "!export AWS_DEFAULT_REGION='<your-region>'\n",
     "!export AWS_ACCESS_KEY_ID='<your-access-key>'\n",
     "!export AWS_SECRET_ACCESS_KEY='<your-secret-key>'\n",
@@ -246,6 +248,7 @@
     "    'autogluon': {'predictor_init_kwargs': {}, 'predictor_fit_kwargs': {'presets': 'medium_quality', 'time_limit': 600}},\n",
     "    'llm': {\n",
     "        'provider': 'bedrock',\n",
+    "        'api_key_location': 'BEDROCK_API_KEY',\n",
     "        'model': 'anthropic.claude-3-5-sonnet-20241022-v2:0',\n",
     "        'max_tokens': 512,\n",
     "        'proxy_url': None,\n",
@@ -435,6 +438,51 @@
     "```"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "a1b543bf",
+   "metadata": {},
+   "source": [
+    "## Using AutoGluon Assistant (via Web UI)\n",
+    "\n",
+    "AutoGluon Assistant Web UI allows users to leverage the capabilities of AG-A through an intuitive web interface.\n",
+    "\n",
+    "The web UI enables users to upload datasets, configure AG-A runs with customized settings, preview data, monitor execution progress, view and download results, and supports secure, isolated sessions for concurrent users."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e50f3025",
+   "metadata": {},
+   "source": [
+    "### To run the AG-A Web UI:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e609ff9b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%bash\n",
+    "\n",
+    "aga ui\n",
+    "\n",
+    "# OR\n",
+    "\n",
+    "# Launch Web-UI on specific port e.g. 8888\n",
+    "aga ui --port 8888"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b20d780a",
+   "metadata": {},
+   "source": [
+    "AG-A Web UI should now be accessible in your web browser at http://localhost:8501 or the specified port."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "79eb2f75ce0e5eed",