diff --git a/services/forecasting/app/services/prediction_service.py b/services/forecasting/app/services/prediction_service.py
index 071c0579..178928ac 100644
--- a/services/forecasting/app/services/prediction_service.py
+++ b/services/forecasting/app/services/prediction_service.py
@@ -260,6 +260,7 @@ class PredictionService:
             df['is_friday'] = int(day_of_week == 4)
             df['is_saturday'] = int(day_of_week == 5)
             df['is_sunday'] = int(day_of_week == 6)
+            df['is_working_day'] = int(day_of_week < 5)  # Working days (Mon-Fri)
             
             # Season-based features (match training service)
             df['is_spring'] = int(df['season'].iloc[0] == 2)
@@ -394,6 +395,13 @@ class PredictionService:
             df['congestion_temp_interaction'] = congestion * temperature
             df['congestion_weekend_interaction'] = congestion * is_weekend
             
+            # Add after the existing day-of-week features:
+            df['is_peak_bakery_day'] = int(day_of_week in [4, 5, 6])  # Friday, Saturday, Sunday
+
+            # Add after the month features:
+            df['is_high_demand_month'] = int(forecast_date.month in [6, 7, 8, 12])  # Summer and December
+            df['is_warm_season'] = int(forecast_date.month in [4, 5, 6, 7, 8, 9])  # Spring/summer months
+            
             logger.debug("Complete Prophet features prepared", 
                         feature_count=len(df.columns),
                         date=features['date'],