diff --git a/implementations/report_generation/02_Running_The_Agent.ipynb b/implementations/report_generation/02_Running_The_Agent.ipynb
index fbc735f..d0ce031 100644
--- a/implementations/report_generation/02_Running_The_Agent.ipynb
+++ b/implementations/report_generation/02_Running_The_Agent.ipynb
@@ -18,6 +18,12 @@
     "This example also provides agent monitoring and evaluations using Langfuse."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "67c64031-13eb-43ef-b6f1-a5e2b188f66b",
+   "metadata": {},
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "id": "1d72ee27-a68a-4349-af4f-fde4bca8663a",
diff --git a/implementations/report_generation/README.md b/implementations/report_generation/README.md
index bb559e3..1574135 100644
--- a/implementations/report_generation/README.md
+++ b/implementations/report_generation/README.md
@@ -15,10 +15,14 @@ an `.xlsx` file.
 
 This example also provides agent monitoring and evaluations using Langfuse.
 
-### Running the Demo
+Below is a diagram of the system:
+
+<img src="system_diagram.png" alt="System diagram" width="500" />
 
-To run the demo, you can choose to follow the steps below or follow the instructions in the notebooks in this folder.
+### Running the Demo
 
+To run the demo, you can choose to follow the steps below or follow the instructions
+in the notebooks in this folder.
 
 ## Dataset
 
diff --git a/implementations/report_generation/system_diagram.png b/implementations/report_generation/system_diagram.png
new file mode 100644
index 0000000..fbab0de
Binary files /dev/null and b/implementations/report_generation/system_diagram.png differ