diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py
index 56071a81f..eda6112b4 100644
--- a/ads/opctl/operator/lowcode/forecast/model/automlx.py
+++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py
@@ -49,7 +49,7 @@ def set_kwargs(self):
         time_budget = model_kwargs_cleaned.pop("time_budget", -1)
         model_kwargs_cleaned[
             "preprocessing"
-        ] = self.spec.preprocessing or model_kwargs_cleaned.get("preprocessing", True)
+        ] = self.spec.preprocessing.enabled or model_kwargs_cleaned.get("preprocessing", True)
         return model_kwargs_cleaned, time_budget
 
     def preprocess(self, data, series_id=None):  # TODO: re-use self.le for explanations
diff --git a/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py b/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py
index 5a2a7c611..c3804f88d 100644
--- a/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py
+++ b/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py
@@ -68,7 +68,7 @@ def __init__(self, spec, historical_data):
             add_dates.sort()
             if historical_data.get_max_time() > add_dates[-spec.horizon]:
                 raise DataMismatchError(
-                    f"The Historical Data ends on {historical_data.get_max_time()}. The additional data horizon starts on {add_dates[-spec.horizon]}. The horizon should have exactly {spec.horizon} dates after the Hisotrical at a frequency of {historical_data.freq}"
+                    f"The Historical Data ends on {historical_data.get_max_time()}. The additional data horizon starts on {add_dates[-spec.horizon]}. The horizon should have exactly {spec.horizon} dates after the Historical at a frequency of {historical_data.freq}"
                 )
             elif historical_data.get_max_time() != add_dates[-(spec.horizon + 1)]:
                 raise DataMismatchError(