diff --git a/docs/_toc.yml b/docs/_toc.yml
index a36f126..16307a3 100644
--- a/docs/_toc.yml
+++ b/docs/_toc.yml
@@ -14,14 +14,17 @@ parts:
     - file: faq
   - caption: Models
     chapters:
-    - file: demos/easy_regression
-    - file: demos/easy_classification
-    - file: demos/easy_networks
+    - file: models/easy_regression
+    - file: models/easy_classification
+    - file: models/easy_networks
       sections:
-        - file: demos/easy_correlation_networks
-        - file: demos/easy_markov_networks
-        - file: demos/easy_bayesian_networks
-        - file: demos/easy_bayesian_networks_factors
+        - file: models/easy_correlation_networks
+        - file: models/easy_markov_networks
+        - file: models/easy_bayesian_networks
+        - file: models/easy_bayesian_networks_factors
+  - caption: Demos
+    chapters:
     - file: demos/custom_models
     - file: demos/robust-outliers
+    - file: demos/benefits
 
diff --git a/docs/benefits_of_contextualized_ML.ipynb b/docs/demos/benefits.ipynb
similarity index 100%
rename from docs/benefits_of_contextualized_ML.ipynb
rename to docs/demos/benefits.ipynb
diff --git a/docs/demos/easy_bayesian_networks.ipynb b/docs/models/easy_bayesian_networks.ipynb
similarity index 100%
rename from docs/demos/easy_bayesian_networks.ipynb
rename to docs/models/easy_bayesian_networks.ipynb
diff --git a/docs/demos/easy_bayesian_networks_factors.ipynb b/docs/models/easy_bayesian_networks_factors.ipynb
similarity index 100%
rename from docs/demos/easy_bayesian_networks_factors.ipynb
rename to docs/models/easy_bayesian_networks_factors.ipynb
diff --git a/docs/demos/easy_cgam.ipynb b/docs/models/easy_cgam.ipynb
similarity index 100%
rename from docs/demos/easy_cgam.ipynb
rename to docs/models/easy_cgam.ipynb
diff --git a/docs/demos/easy_cgam_mimi4_demo.ipynb b/docs/models/easy_cgam_mimi4_demo.ipynb
similarity index 100%
rename from docs/demos/easy_cgam_mimi4_demo.ipynb
rename to docs/models/easy_cgam_mimi4_demo.ipynb
diff --git a/docs/demos/easy_classification.ipynb b/docs/models/easy_classification.ipynb
similarity index 100%
rename from docs/demos/easy_classification.ipynb
rename to docs/models/easy_classification.ipynb
diff --git a/docs/demos/easy_correlation_networks.ipynb b/docs/models/easy_correlation_networks.ipynb
similarity index 100%
rename from docs/demos/easy_correlation_networks.ipynb
rename to docs/models/easy_correlation_networks.ipynb
diff --git a/docs/demos/easy_markov_networks.ipynb b/docs/models/easy_markov_networks.ipynb
similarity index 100%
rename from docs/demos/easy_markov_networks.ipynb
rename to docs/models/easy_markov_networks.ipynb
diff --git a/docs/demos/easy_networks.ipynb b/docs/models/easy_networks.ipynb
similarity index 100%
rename from docs/demos/easy_networks.ipynb
rename to docs/models/easy_networks.ipynb
diff --git a/docs/demos/easy_regression.ipynb b/docs/models/easy_regression.ipynb
similarity index 100%
rename from docs/demos/easy_regression.ipynb
rename to docs/models/easy_regression.ipynb