diff --git a/README-PyPI.md b/README-PyPI.md
index 6ffc19cb..a57fb806 100644
--- a/README-PyPI.md
+++ b/README-PyPI.md
@@ -12,7 +12,7 @@ Get started by installing Spotlight and loading your first dataset.
 
 #### What you'll need
 
--   [Python](https://www.python.org/downloads/) version 3.8-3.11
+-   [Python](https://www.python.org/downloads/) version 3.8-3.12
 
 #### Install Spotlight via [pip](https://packaging.python.org/en/latest/key_projects/#pip)
 
diff --git a/README.md b/README.md
index 1ab0270b..68d76678 100644
--- a/README.md
+++ b/README.md
@@ -98,7 +98,7 @@ Get started by installing Spotlight and loading your first dataset.
 
 #### What you'll need
 
--   [Python](https://www.python.org/downloads/) version 3.8-3.11
+-   [Python](https://www.python.org/downloads/) version 3.8-3.12
 
 #### Install Spotlight via [pip](https://packaging.python.org/en/latest/key_projects/#pip)
 
diff --git a/pyproject.toml b/pyproject.toml
index 472937d0..d052b864 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -15,7 +15,7 @@ keywords = [
   "ai",
 ]
 classifiers = [
-  "Development Status :: 4 - Beta",
+  "Development Status :: 5 - Production/Stable",
   "Framework :: FastAPI",
   "Intended Audience :: Developers",
   "Intended Audience :: Science/Research",
@@ -23,8 +23,8 @@ classifiers = [
   "Intended Audience :: Information Technology",
   "Natural Language :: English",
   "Operating System :: POSIX :: Linux",
-  "Operating System :: Microsoft",
-  "Operating System :: MacOS :: MacOS X",
+  "Operating System :: Microsoft :: Windows",
+  "Operating System :: MacOS",
   "Programming Language :: JavaScript",
   "Topic :: Scientific/Engineering",
   "Topic :: Scientific/Engineering :: Artificial Intelligence",