diff --git a/benchmark/benchmark.py b/benchmark/benchmark.py
index c2dd0980d..f0797f3d4 100755
--- a/benchmark/benchmark.py
+++ b/benchmark/benchmark.py
@@ -17,6 +17,7 @@ from typing import List
 import git
 import lox
 import pandas as pd
+import matplotlib.pyplot as plt
 import prompts
 import typer
 from rich.console import Console
@@ -40,8 +41,15 @@ def show_stats(dirnames):
         rows.append(vars(row))
 
     df = pd.DataFrame.from_records(rows)
+    df.sort_values(by=["model", "edit_format"], inplace=True)
 
-    print(df)
+    df_grouped = df.groupby("model")["pass_rate_1"].mean()
+    df_grouped.plot(kind='barh', figsize=(10, 6))
+
+    plt.xlabel('Pass Rate 1')
+    plt.ylabel('Model')
+    plt.title('Pass Rate 1 for each Model/Edit Format')
+    plt.show()
 
     df.to_csv("tmp.benchmark.csv")