diff --git a/docs/general/user-guide/4_benchmarks.md b/docs/general/user-guide/4_benchmarks.md
index d1b9ef5..e20aac9 100644
--- a/docs/general/user-guide/4_benchmarks.md
+++ b/docs/general/user-guide/4_benchmarks.md
@@ -8,14 +8,14 @@ mesa-frames offers significant performance improvements over the original mesa f
 
 ### Comparison with mesa
 
-![Performance Graph BW](https://github.com/projectmesa/mesa-frames/raw/main/docs/general/images/readme_plot_0.png)
+![Performance Graph BW](https://github.com/projectmesa/mesa-frames/raw/main/examples/boltzmann_wealth/boltzmann_no_mesa.png)
 
 ### Comparison of mesa-frames implementations
 
-![Performance Graph BW without Mesa](https://github.com/projectmesa/mesa-frames/raw/main/docs/general/images/readme_plot_1.png)
+![Performance Graph BW without Mesa](https://github.com/projectmesa/mesa-frames/raw/main/examples/boltzmann_wealth/boltzmann_with_mesa.png)
 
 ## SugarScape with Instantaneous Growback 🍬
 
 [View the benchmark script](https://github.com/projectmesa/mesa-frames/blob/main/examples/sugarscape_ig/performance_comparison.py)
 
-![Performance Graph SS IG](https://github.com/projectmesa/mesa-frames/raw/main/examples/benchmark_plot_0.png)
+![Performance Graph SS IG](https://github.com/projectmesa/mesa-frames/raw/main/examples/sugarscape_ig/benchmark_plot_0.png)