diff --git a/examples/parsing_modes/demo_auto_mode.ipynb b/examples/parsing_modes/demo_auto_mode.ipynb
index e915c0b..adfa35d 100644
--- a/examples/parsing_modes/demo_auto_mode.ipynb
+++ b/examples/parsing_modes/demo_auto_mode.ipynb
@@ -8,6 +8,8 @@
     "\n",
     "<a href=\"https://colab.research.google.com/github/run-llama/llama_parse/blob/main/examples/demo_auto_mode.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
     "\n",
+    "![](diagram.jpg)\n",
+    "\n",
     "Many documents can have varying complexity across pages - some pages have text, and other pages have images. The text-only pages only require cheap parsing modes, whereas the image-based pages require more advanced modes. In this notebook we show you how to take advantage of \"auto mode\" in LlamaParse which adaptively parses different pages according to different modes, which lets you get optimal performance at the cheapest cost.\n"
    ]
   },
@@ -985,9 +987,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "llama_parse",
    "language": "python",
-   "name": "python3"
+   "name": "llama_parse"
   },
   "language_info": {
    "codemirror_mode": {
diff --git a/examples/parsing_modes/diagram.jpg b/examples/parsing_modes/diagram.jpg
new file mode 100644
index 0000000..6b524f4
Binary files /dev/null and b/examples/parsing_modes/diagram.jpg differ