diff --git a/examples/notebooks/Multimodal.ipynb b/examples/notebooks/Multimodal.ipynb
index 11b14df..f1b8e9d 100644
--- a/examples/notebooks/Multimodal.ipynb
+++ b/examples/notebooks/Multimodal.ipynb
@@ -1,5 +1,14 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div>\n",
+    "    <img src=\"https://user-images.githubusercontent.com/1991296/230134379-7181e485-c521-4d23-a0d6-f7b3b61ba524.png\" width=\"500\"/>\n",
+    "</div>"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 1,
@@ -9,19 +18,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "ChatCompletion(id='chatcmpl-65a710ba-41d1-4d0a-a124-a44b2b4a0189', choices=[Choice(finish_reason='stop', index=0, message=ChatCompletionMessage(content=' The image reads \"LlamaC++.\"', role='assistant', function_call=None, tool_calls=None))], created=1699413274, model='gpt-4-vision-preview', object='chat.completion', system_fingerprint=None, usage=CompletionUsage(completion_tokens=10, prompt_tokens=624, total_tokens=634))\n"
+      "{'text': 'Llama C++'}\n"
      ]
     }
    ],
    "source": [
     "from openai import OpenAI\n",
     "\n",
-    "import urllib.request\n",
-    "import base64\n",
-    "\n",
-    "def get_data_url(url):\n",
-    "    return \"data:image/png;base64,\" + base64.b64encode(urllib.request.urlopen(url).read()).decode(\"utf-8\")\n",
-    "\n",
     "client = OpenAI(base_url=\"http://100.64.159.73:8000/v1\", api_key=\"sk-1234\")\n",
     "response = client.chat.completions.create(\n",
     "    model=\"gpt-4-vision-preview\",\n",
@@ -32,23 +35,17 @@
     "                {\n",
     "                    \"type\": \"image_url\",\n",
     "                    \"image_url\": {\n",
-    "                        \"url\": get_data_url(\"https://user-images.githubusercontent.com/1991296/230134379-7181e485-c521-4d23-a0d6-f7b3b61ba524.png\"),\n",
-    "                        # \"url\": \"https://user-images.githubusercontent.com/1991296/230134379-7181e485-c521-4d23-a0d6-f7b3b61ba524.png\",\n",
+    "                        \"url\": \"https://user-images.githubusercontent.com/1991296/230134379-7181e485-c521-4d23-a0d6-f7b3b61ba524.png\",\n",
     "                    },\n",
     "                },\n",
-    "                {\"type\": \"text\", \"text\": \"What does the image say\"},\n",
+    "                {\"type\": \"text\", \"text\": \"What does the image say. Format your response as a json object with a single 'text' key.\"},\n",
     "            ],\n",
     "        }\n",
     "    ],\n",
+    "    response_format={ \"type\": \"json_object\" }\n",
     ")\n",
-    "print(response)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "![](https://user-images.githubusercontent.com/1991296/230134379-7181e485-c521-4d23-a0d6-f7b3b61ba524.png)"
+    "import json\n",
+    "print(json.loads(response.choices[0].message.content))"
    ]
   },
   {