diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index e22905c9..20b8759e 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -8,7 +8,7 @@ jobs:
     strategy:
       max-parallel: 1
       matrix:
-        python-version: ["3.8", "3.9", "3.10"]
+        python-version: ["3.8", "3.9", "3.10", "3.11"]
     steps:
     - uses: actions/checkout@v3
     - name: Set up Python ${{ matrix.python-version }}
@@ -33,7 +33,7 @@ jobs:
       run: |
         python setup.py sdist bdist_wheel
     - name: Deploy to PyPI
-      if: success() && startsWith(github.ref, 'refs/tags') && matrix.python-version == '3.10'
+      if: success() && startsWith(github.ref, 'refs/tags') && matrix.python-version == '3.11'
       uses: pypa/gh-action-pypi-publish@release/v1
       with:
         user: __token__
diff --git a/README.md b/README.md
index d82f7d47..8a159b3a 100644
--- a/README.md
+++ b/README.md
@@ -143,7 +143,7 @@ Shapash can use category-encoders object, sklearn ColumnTransformer or simply fe
 
 ## 🛠 Installation
 
-Shapash is intended to work with Python versions 3.8 to 3.10. Installation can be done with pip:
+Shapash is intended to work with Python versions 3.8 to 3.11. Installation can be done with pip:
 
 ```python
 pip install shapash
diff --git a/docs/installation-instructions/index.rst b/docs/installation-instructions/index.rst
index 8b3b8347..e4768430 100644
--- a/docs/installation-instructions/index.rst
+++ b/docs/installation-instructions/index.rst
@@ -4,7 +4,7 @@ Installation instructions
 Installing
 ----------
 
-**Shapash** is intended to work with Python versions 3.8 to 3.10. Installation can be done with pip:
+**Shapash** is intended to work with Python versions 3.8 to 3.11. Installation can be done with pip:
 
 .. code:: bash
 
diff --git a/setup.py b/setup.py
index 4d6414cb..11b1c462 100644
--- a/setup.py
+++ b/setup.py
@@ -62,7 +62,7 @@
 setup(
     name="shapash",
     version=version_d['__version__'],
-    python_requires='>3.7, <3.11',
+    python_requires='>3.7, <3.12',
     url='https://github.com/MAIF/shapash',
     author="Yann Golhen, Sebastien Bidault, Yann Lagre, Maxime Gendre",
     author_email="yann.golhen@maif.fr",
@@ -74,6 +74,7 @@
         'Programming Language :: Python :: 3.8',
         'Programming Language :: Python :: 3.9',
         'Programming Language :: Python :: 3.10',
+        'Programming Language :: Python :: 3.11',
         "License :: OSI Approved :: Apache Software License",
         "Operating System :: OS Independent",
     ],
diff --git a/tests/unit_tests/explainer/test_smart_explainer.py b/tests/unit_tests/explainer/test_smart_explainer.py
index 2e1a4435..dff25970 100644
--- a/tests/unit_tests/explainer/test_smart_explainer.py
+++ b/tests/unit_tests/explainer/test_smart_explainer.py
@@ -692,9 +692,11 @@ def test_load_1(self):
             pkl_file = path.join(current, 'data/xpl_to_load_39.pkl')
         elif str(sys.version)[0:4] == '3.10':
             pkl_file = path.join(current, 'data/xpl_to_load_310.pkl')
+        elif str(sys.version)[0:4] == '3.11':
+            pkl_file = path.join(current, 'data/xpl_to_load_311.pkl')
         else:
             raise NotImplementedError
-        
+
         xpl.save(pkl_file)
         xpl2 = SmartExplainer.load(pkl_file)
 
diff --git a/tests/unit_tests/utils/test_load_smartpredictor.py b/tests/unit_tests/utils/test_load_smartpredictor.py
index f19b1353..d17e5768 100644
--- a/tests/unit_tests/utils/test_load_smartpredictor.py
+++ b/tests/unit_tests/utils/test_load_smartpredictor.py
@@ -30,6 +30,8 @@ def test_load_smartpredictor_1(self):
             pkl_file = path.join(current, 'data/predictor_to_load_38.pkl')
         elif str(sys.version)[0:3] == '3.9':
             pkl_file = path.join(current, 'data/predictor_to_load_39.pkl')
+        elif str(sys.version)[0:4] == '3.11':
+            pkl_file = path.join(current, 'data/predictor_to_load_311.pkl')
         else:
             raise NotImplementedError