diff --git a/_snippets/integrations/builtin/cluster-nodes/langchain-overview-link.md b/_snippets/integrations/builtin/cluster-nodes/langchain-overview-link.md
index 040d7f9f8..a2536bce8 100644
--- a/_snippets/integrations/builtin/cluster-nodes/langchain-overview-link.md
+++ b/_snippets/integrations/builtin/cluster-nodes/langchain-overview-link.md
@@ -1 +1 @@
-View n8n's [LangChain](/langchain/) documentation.
+View n8n's [Advanced AI](/advanced-ai/) documentation.
diff --git a/docs/_redirects b/docs/_redirects
index 5a724842f..b1c89267b 100644
--- a/docs/_redirects
+++ b/docs/_redirects
@@ -1,4 +1,4 @@
-/langchain/   /advanced/ai/
+/langchain/   /advanced-ai/
 /langchain/langchain-tutorial/   /advanced-ai/intro-tutorial/
 /langchain/learning-resources/   /advanced-ai/langchain/langchain-learning-resources/
 /langchain/langchain-n8n/   /advanced-ai/langchain/langchain-n8n/