diff --git a/docs/source/reference/bentoml/frameworks/transformers.rst b/docs/source/reference/bentoml/frameworks/transformers.rst
index 987e7e07e37..0c96158038d 100644
--- a/docs/source/reference/bentoml/frameworks/transformers.rst
+++ b/docs/source/reference/bentoml/frameworks/transformers.rst
@@ -4,9 +4,11 @@ Transformers
 
 .. admonition:: About this page
 
-   This is an API reference for 🤗 Transformers in BentoML. Please refer to
-   :doc:`Transformers guide </reference/bentoml/frameworks/transformers>` for more information about how to use
-   Hugging Face Transformers in BentoML.
+   This is an API reference for 🤗 Transformers in BentoML. For an end-to-end
+   example that uses a Transformers pipeline, see the
+   :doc:`Hello World tutorial </get-started/hello-world>`. For guidance on
+   loading Hugging Face models in a Service, see
+   :doc:`Model loading and management </build-with-bentoml/model-loading-and-management>`.
 
 .. currentmodule:: bentoml.transformers