diff --git a/qdrant-landing/content/documentation/tutorials/code-search.md b/qdrant-landing/content/documentation/tutorials/code-search.md
index 8b46e90c1..203b47ea3 100644
--- a/qdrant-landing/content/documentation/tutorials/code-search.md
+++ b/qdrant-landing/content/documentation/tutorials/code-search.md
@@ -418,7 +418,7 @@ well as additional processing of the results.
 
 ## Code search demo
 
-Our [Code search demo](https://github.com/qdrant/demo-code-search) uses the following process:
+Our [Code search demo](https://code-search.qdrant.tech/) uses the following process:
 
 1. The user sends a query.
 1. Both models vectorize that query simultaneously. We get two different 
@@ -440,8 +440,6 @@ code in lines 621-629. It's where both models agree.
 
 Now you see semantic code intelligence, in action.
 
-Our demo is available online
-
 ### Grouping the results
 
 You can improve the search results, by grouping them by payload properties.