diff --git a/src/main.py b/src/main.py
index 6f09893..55c3c2c 100644
--- a/src/main.py
+++ b/src/main.py
@@ -103,11 +103,12 @@ def process_agricultural_photos(input_dir: str = "data/raw", output_dir: str = "
 
     results_df = pd.DataFrame(results)
 
-    # Save to CSV
+    # Only create CSV file if we have actual results
     os.makedirs(output_dir, exist_ok=True)
     timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
     output_file = os.path.join(output_dir, f"agricultural_keywords_{timestamp}.csv")
 
+    # Save to CSV (only reached if results exist)
     results_df.to_csv(output_file, index=False)
 
     # Calculate processing statistics