diff --git a/qdrant-landing/content/documentation/frameworks/langchain.md b/qdrant-landing/content/documentation/frameworks/langchain.md
index 484fcb1c5..6bba84415 100644
--- a/qdrant-landing/content/documentation/frameworks/langchain.md
+++ b/qdrant-landing/content/documentation/frameworks/langchain.md
@@ -56,7 +56,7 @@ doc_store = Qdrant(
 ## Local mode
 
 Python client allows you to run the same code in local mode without running the Qdrant server. That's great for testing things 
-out and debugging or if you plan to store just a small amount of vectors. The embeddings might be fully kepy in memory or 
+out and debugging or if you plan to store just a small amount of vectors. The embeddings might be fully kept in memory or 
 persisted on disk.
 
 ### In-memory
@@ -105,4 +105,4 @@ qdrant = Qdrant.from_documents(
 
 If you'd like to know more about running Qdrant in a LangChain-based application, please read our article 
 [Question Answering with LangChain and Qdrant without boilerplate](/articles/langchain-integration/). Some more information
-might also be found in the [LangChain documentation](https://python.langchain.com/docs/integrations/vectorstores/qdrant).
\ No newline at end of file
+might also be found in the [LangChain documentation](https://python.langchain.com/docs/integrations/vectorstores/qdrant).