diff --git a/pyro/contrib/zuko.py b/pyro/contrib/zuko.py
index 775c2e1b6b..bca120b2c2 100644
--- a/pyro/contrib/zuko.py
+++ b/pyro/contrib/zuko.py
@@ -21,12 +21,24 @@ class Zuko2Pyro(pyro.distributions.TorchDistribution):
     :param dist: A distribution instance.
     :type dist: torch.distributions.Distribution
 
-    Example:
-        >>> flow = zuko.flows.MAF(features=5)
-        >>> dist = Zuko2Pyro(flow())
-        >>> dist((2, 3)).shape
-        torch.Size([2, 3, 5])
-        >>> x = pyro.sample("x", dist)
+    .. code-block:: python
+
+        flow = zuko.flows.MAF(features=5)
+
+        # flow() is a torch.distributions.Distribution
+
+        dist = flow()
+        x = dist.sample((2, 3))
+        log_p = dist.log_prob(x)
+
+        # Zuko2Pyro(flow()) is a pyro.distributions.Distribution
+
+        dist = Zuko2Pyro(flow())
+        x = dist((2, 3))
+        log_p = dist.log_prob(x)
+
+        with pyro.plate("data", 42):
+            z = pyro.sample("z", dist)
     """
 
     def __init__(self, dist: torch.distributions.Distribution):