diff --git a/README.md b/README.md
index 896b6c9..5b94221 100644
--- a/README.md
+++ b/README.md
@@ -78,10 +78,10 @@ results = tweet_optimizer(
     patience=5
 )
 
-print(f"Original: {results['initial_text']}")
-print(f"Optimized: {results['final_tweet']}")
-print(f"Score: {results['best_score']:.2f}")
-print(f"Iterations: {results['iterations_run']}")
+print(f"Original: {results.initial_text}")
+print(f"Optimized: {results.final_tweet}")
+print(f"Score: {results.best_score:.2f}")
+print(f"Iterations: {results.iterations_run}")
 ```
 
 ### Custom Configuration