diff --git a/src/urban_meal_delivery/forecasts/timify.py b/src/urban_meal_delivery/forecasts/timify.py
index 92674f7..3c9a147 100644
--- a/src/urban_meal_delivery/forecasts/timify.py
+++ b/src/urban_meal_delivery/forecasts/timify.py
@@ -545,12 +545,10 @@ class OrderHistory:
             elif add >= 10:  # = "medium demand"
                 return models.HorizontalETSModel(order_history=self)
             elif add >= 2.5:  # = "low demand"
-                # TODO: create HorizontalSMAModel
-                return models.HorizontalETSModel(order_history=self)
+                return models.HorizontalSMAModel(order_history=self)
 
             # = "no demand"
-            # TODO: create HorizontalTrivialModel
-            return models.HorizontalETSModel(order_history=self)
+            return models.TrivialModel(order_history=self)
 
         raise RuntimeError(
             'no rule for the given average daily demand and training horizon',
diff --git a/tests/forecasts/timify/test_avg_daily_demand.py b/tests/forecasts/timify/test_avg_daily_demand.py
index c8ab66f..4ad3c15 100644
--- a/tests/forecasts/timify/test_avg_daily_demand.py
+++ b/tests/forecasts/timify/test_avg_daily_demand.py
@@ -112,8 +112,7 @@ class TestChooseTacticalModel:
             train_horizon=test_config.LONG_TRAIN_HORIZON,
         )
 
-        # TODO: this should be the future `HorizontalSMAModel`.
-        assert isinstance(result, models.HorizontalETSModel)
+        assert isinstance(result, models.HorizontalSMAModel)
 
     def test_best_model_with_no_demand(
         self, order_history, good_pixel_id, predict_at,
@@ -127,8 +126,7 @@ class TestChooseTacticalModel:
             train_horizon=test_config.LONG_TRAIN_HORIZON,
         )
 
-        # TODO: this should be the future `HorizontalTrivialModel`.
-        assert isinstance(result, models.HorizontalETSModel)
+        assert isinstance(result, models.TrivialModel)
 
     def test_best_model_for_unknown_train_horizon(
         self, order_history, good_pixel_id, predict_at,  # noqa:RST215