diff --git a/docs/intro/guides/ai_edgeql.rst b/docs/intro/guides/ai_edgeql.rst
index 940420206bc..afe465a7e92 100644
--- a/docs/intro/guides/ai_edgeql.rst
+++ b/docs/intro/guides/ai_edgeql.rst
@@ -277,10 +277,12 @@ You are now sufficiently equipped to use |Gel| AI in your applications.
 If you'd like to build something on your own, make sure to check out the
 :ref:`Reference manual <ref_ai_extai_reference>` in order to learn the details
 about using different APIs and models, configuring prompts or using the UI.
-Make sure to also check out the |Gel| AI bindings in Python and JavaScript if
-those languages are relevant to you.
+Make sure to also check out the |Gel| AI bindings in :ref:`Python
+<ref_ai_python_reference>` and :ref:`JavaScript <ref_ai_javascript_reference>`
+if those languages are relevant to you.
 
 And if you would like more guidance for how |Gel| AI can be fit into an
-application, take a look at the FastAPI Gel AI Tutorial, where we're building a
-search bot using features you learned about above.
+application, take a look at the :ref:`FastAPI Gel AI Tutorial
+<ref_guide_fastapi_gelai_searchbot>`, where we're building a search bot using
+features you learned about above.
 
diff --git a/docs/intro/guides/ai_python.rst b/docs/intro/guides/ai_python.rst
index db4835b2cbd..57bd33986ad 100644
--- a/docs/intro/guides/ai_python.rst
+++ b/docs/intro/guides/ai_python.rst
@@ -359,11 +359,14 @@ Keep going!
 You are now sufficiently equipped to use |Gel| AI in your applications.
 
 If you'd like to build something on your own, make sure to check out the
-:ref:`Reference manual <ref_ai_extai_reference>` in order to learn the details
-about using different APIs and models, configuring prompts or using the UI.
+:ref:`Reference manual <ref_ai_extai_reference>` for the AI extension in order
+to learn the details about using different APIs and models, configuring prompts
+or using the UI. Make sure to take a look at the :ref:`Python binding reference
+<ref_ai_python_reference>`, too.
 
 And if you would like more guidance for how |Gel| AI can be fit into an
-application, take a look at the FastAPI Gel AI Tutorial, where we're building a
-search bot using features you learned about above.
+application, take a look at the :ref:`FastAPI Gel AI Tutorial
+<ref_guide_fastapi_gelai_searchbot>`, where we're building a search bot using
+features you learned about above.