diff --git a/src/documentation/how_tos/how_to_run_the_trace_viewer.ipynb b/src/documentation/how_tos/how_to_run_the_trace_viewer.ipynb
index 48d3f7dd7..13bfdd647 100644
--- a/src/documentation/how_tos/how_to_run_the_trace_viewer.ipynb
+++ b/src/documentation/how_tos/how_to_run_the_trace_viewer.ipynb
@@ -22,28 +22,45 @@
     "1. Initialize a `StudioClient` with a project.\n",
     "    - Use an existing project or create a new one with the `StudioClient.create_project` function.\n",
     "2. Submit your traces with the client\n",
-    "    - submit a single trace via  `Tracer.export_for_viewing` and `StudioClient.submit_trace`\n",
-    "    - [Recommended] submit multiple traces via `StudioClient.submit_from_tracer`. \n",
-    "3. Click the link \n",
+    "    1. Submit a single trace via  `Tracer.export_for_viewing` and `StudioClient.submit_trace`\n",
+    "    2. [Recommended] submit multiple traces via `StudioClient.submit_from_tracer`. \n",
     "\n",
     "### Example"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": []
-  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "vscode": {
-     "languageId": "plaintext"
-    }
-   },
+   "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "from intelligence_layer.connectors.studio.studio import StudioClient\n",
+    "from intelligence_layer.core.task import Task\n",
+    "from intelligence_layer.core.tracer.in_memory_tracer import InMemoryTracer\n",
+    "from intelligence_layer.core.tracer.tracer import TaskSpan\n",
+    "\n",
+    "# Step 0\n",
+    "class DummyTask(Task[str, str]):\n",
+    "    def do_run(self, input: str, task_span: TaskSpan) -> str:\n",
+    "        return f\"{input} -> output\"\n",
+    "\n",
+    "tracer = InMemoryTracer()\n",
+    "DummyTask().run('My Dummy Run', tracer=tracer)\n",
+    "\n",
+    "# Step 1\n",
+    "studio_client = StudioClient(project='my_project')\n",
+    "my_project = studio_client.create_project(project='my_project')\n",
+    "\n",
+    "# Step 2.1\n",
+    "trace_to_submit = tracer.export_for_viewing()\n",
+    "studio_client.submit_trace(trace_to_submit) # only works for single traces\n",
+    "\n",
+    "# Step 2.2\n",
+    "DummyTask().run('My Dummy Run2', tracer=tracer)\n",
+    "multiple_traces_to_submit = studio_client.submit_from_tracer(tracer)\n",
+    "\n",
+    "\n"
+   ]
   }
  ],
  "metadata": {