diff --git a/redisvl/query/query.py b/redisvl/query/query.py
index 340564be..d7443584 100644
--- a/redisvl/query/query.py
+++ b/redisvl/query/query.py
@@ -505,7 +505,7 @@ def __init__(
             TypeError: If filter_expression is not of type redisvl.query.FilterExpression
 
         Note:
-            Learn more about vector queries in Redis: https://redis.io/docs/interact/search-and-query/search/vectors/#knn-search
+            Learn more about vector queries in Redis: https://redis.io/docs/latest/develop/ai/search-and-query/vectors/#knn-vector-search
         """
         self._vector = vector
         self._vector_field_name = vector_field_name