diff --git a/docs/reference/bigframes.ml/index.rst b/docs/reference/bigframes.ml/index.rst
index 1975d62e6d..37504b0830 100644
--- a/docs/reference/bigframes.ml/index.rst
+++ b/docs/reference/bigframes.ml/index.rst
@@ -25,6 +25,8 @@ API Reference
 
     metrics
 
+    metrics.pairwise
+
     model_selection
 
     pipeline
diff --git a/docs/reference/bigframes.ml/metrics.pairwise.rst b/docs/reference/bigframes.ml/metrics.pairwise.rst
new file mode 100644
index 0000000000..c20772ef07
--- /dev/null
+++ b/docs/reference/bigframes.ml/metrics.pairwise.rst
@@ -0,0 +1,7 @@
+bigframes.ml.metrics.pairwise
+=============================
+
+.. automodule:: bigframes.ml.metrics.pairwise
+    :members:
+    :inherited-members:
+    :undoc-members: