diff --git a/CHANGELOG.md b/CHANGELOG.md
index e1bbd55c..d6e664c2 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -18,6 +18,8 @@ Keep it human-readable, your future self will thank you!
 
 - Introduction of remapper to anemoi-models leads to changes in the data indices. Some preprocessors cannot be applied in-place anymore.
 
+- Variable Bounding as configurable model layers [#13](https://github.com/ecmwf/anemoi-models/issues/13)
+
 #### Functionality
 
 - Enable the callback for plotting a histogram for variables containing NaNs
diff --git a/src/anemoi/training/config/data/zarr.yaml b/src/anemoi/training/config/data/zarr.yaml
index 1657861f..efede712 100644
--- a/src/anemoi/training/config/data/zarr.yaml
+++ b/src/anemoi/training/config/data/zarr.yaml
@@ -30,6 +30,11 @@ remapped:
 
 normalizer:
   default: "mean-std"
+  remap:
+    cp: tp
+  std:
+  - "tp"
+  - "cp"
   min-max:
   max:
   - "sdor"
diff --git a/src/anemoi/training/config/model/gnn.yaml b/src/anemoi/training/config/model/gnn.yaml
index a01bf860..b3b5993e 100644
--- a/src/anemoi/training/config/model/gnn.yaml
+++ b/src/anemoi/training/config/model/gnn.yaml
@@ -46,3 +46,15 @@ attributes:
   nodes: []
 
 node_loss_weight: area_weight
+
+# Bounding configuration
+bounding: #These are applied in order
+  - _target_: anemoi.models.layers.bounding.ReluBounding #[0, infinity)
+    variables:
+    - tp
+  - _target_: anemoi.models.layers.bounding.FractionBounding # fraction of tp
+    variables:
+    - cp
+    min_val: 0
+    max_val: 1
+    total_var: tp
diff --git a/src/anemoi/training/config/model/graphtransformer.yaml b/src/anemoi/training/config/model/graphtransformer.yaml
index 610de803..6ed7686c 100644
--- a/src/anemoi/training/config/model/graphtransformer.yaml
+++ b/src/anemoi/training/config/model/graphtransformer.yaml
@@ -51,3 +51,15 @@ attributes:
   nodes: []
 
 node_loss_weight: area_weight
+
+# Bounding configuration
+bounding: #These are applied in order
+  - _target_: anemoi.models.layers.bounding.ReluBounding #[0, infinity)
+    variables:
+    - tp
+  - _target_: anemoi.models.layers.bounding.FractionBounding # fraction of tp
+    variables:
+    - cp
+    min_val: 0
+    max_val: 1
+    total_var: tp
diff --git a/src/anemoi/training/config/model/transformer.yaml b/src/anemoi/training/config/model/transformer.yaml
index 7c490990..02ca37ca 100644
--- a/src/anemoi/training/config/model/transformer.yaml
+++ b/src/anemoi/training/config/model/transformer.yaml
@@ -50,3 +50,15 @@ attributes:
   nodes: []
 
 node_loss_weight: area_weight
+
+# Bounding configuration
+bounding: #These are applied in order
+  - _target_: anemoi.models.layers.bounding.ReluBounding #[0, infinity)
+    variables:
+    - tp
+  - _target_: anemoi.models.layers.bounding.FractionBounding # fraction of tp
+    variables:
+    - cp
+    min_val: 0
+    max_val: 1
+    total_var: tp