diff --git a/modules/genai-ecosystem/pages/ai-for-customer-experiences.adoc b/modules/genai-ecosystem/pages/ai-for-customer-experiences.adoc
index de361402..59b32218 100644
--- a/modules/genai-ecosystem/pages/ai-for-customer-experiences.adoc
+++ b/modules/genai-ecosystem/pages/ai-for-customer-experiences.adoc
@@ -102,7 +102,7 @@ This methodology is particularly useful in instances where vector search produce
 +*In[1]:*+
 [source, python]
 ----
-from langchain.vectorstores.neo4j_vector import Neo4jVector
+from langchain_neo4j import Neo4jVector
 from langchain_openai import OpenAIEmbeddings
 import pandas as pd