diff --git a/README.md b/README.md
index 7ff7955..cb61264 100644
--- a/README.md
+++ b/README.md
@@ -15,13 +15,10 @@ The REST API documentation can be found on [docs.czlai.com](https://docs.czlai.c
 ## Installation
 
 ```sh
-# install from the production repo
-pip install git+ssh://git@github.com/CZL-AI/czlai-python.git
+# install from PyPI
+pip install --pre czlai
 ```
 
-> [!NOTE]
-> Once this package is [published to PyPI](https://app.stainlessapi.com/docs/guides/publish), this will become: `pip install --pre czlai`
-
 ## Usage
 
 The full API of this library can be found in [api.md](api.md).