diff --git a/src/bayesvalidrox/__init__.py b/src/bayesvalidrox/__init__.py
index 20621c5144fb115aff93bc525979970b51e371ab..c16f98c318cccd1aeef4e1fd563006d64473d510 100644
--- a/src/bayesvalidrox/__init__.py
+++ b/src/bayesvalidrox/__init__.py
@@ -6,6 +6,7 @@ from .surrogate_models.surrogate_models import MetaModel
 from .surrogate_models.inputs import Input
 from .post_processing.post_processing import PostProcessing
 from .bayes_inference.bayes_inference import BayesInference
+from .bayes_inference.bayes_model_comparison import BayesModelComparison
 from .bayes_inference.discrepancy import Discrepancy
 
 __all__ = [
@@ -15,5 +16,6 @@ __all__ = [
     "Discrepancy",
     "MetaModel",
     "PostProcessing",
-    "BayesInference"
+    "BayesInference",
+    "BayesModelComparison"
     ]