diff --git a/onnx_diagnostic/helpers/torch_helper.py b/onnx_diagnostic/helpers/torch_helper.py
index b0d5cae6..11fc05a1 100644
--- a/onnx_diagnostic/helpers/torch_helper.py
+++ b/onnx_diagnostic/helpers/torch_helper.py
@@ -1028,6 +1028,16 @@ def study_discrepancies(
     """
     Computes different metrics for the discrepancies.
     Returns graphs.
+
+    .. plot::
+        :include-source:
+
+        import torch
+        from onnx_diagnostic.helpers.torch_helper import study_discrepancies
+
+        t1 = torch.randn((512, 1024)) * 10
+        t2 = t1 + torch.randn((512, 1024))
+        study_discrepancies(t1, t2, title="Random noise")
     """
     assert t1.dtype == t2.dtype, f"Type mismatch {t1.dtype} != {t2.dtype}"
     assert t1.shape == t2.shape, f"Shape mismatch {t1.shape} != {t2.shape}"