diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index fb1d42ceb..4ae995b89 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -12,7 +12,7 @@ jobs:
     strategy:
       matrix:
         platform: [ubuntu-latest, windows-latest]
-        python-version: ['3.6', '3.7', '3.8', '3.9', '3.10']
+        python-version: ['3.6', '3.7', '3.8', '3.9', '3.10', '3.11-a05']
 
     env:
       PY_COLORS: 1
@@ -45,17 +45,17 @@ jobs:
           sudo apt install ffmpeg  # For replaygain
 
       - name: Test older Python versions with tox
-        if: matrix.python-version != '3.9' && matrix.python-version != '3.10'
+        if: matrix.python-version != '3.10' && matrix.python-version != '3.11-a05'
         run: |
           tox -e py-test
 
       - name: Test latest Python version with tox and get coverage
-        if: matrix.python-version == '3.9'
+        if: matrix.python-version == '3.10'
         run: |
           tox -vv -e py-cov
 
       - name: Test nightly Python version with tox
-        if: matrix.python-version == '3.10'
+        if: matrix.python-version == '3.11-a05'
         # continue-on-error is not ideal since it doesn't give a visible
         # warning, but there doesn't seem to be anything better:
         # https://github.com/actions/toolkit/issues/399
@@ -64,7 +64,7 @@ jobs:
           tox -e py-test
 
       - name: Upload code coverage
-        if: matrix.python-version == '3.9'
+        if: matrix.python-version == '3.10'
         run: |
           pip install codecov || true
           codecov || true
@@ -78,10 +78,10 @@ jobs:
     steps:
       - uses: actions/checkout@v2
 
-      - name: Set up Python 3.9
+      - name: Set up Python 3.10
         uses: actions/setup-python@v2
         with:
-          python-version: 3.9
+          python-version: 3.10
 
       - name: Install base dependencies
         run: |
@@ -100,10 +100,10 @@ jobs:
     steps:
       - uses: actions/checkout@v2
 
-      - name: Set up Python 3.9
+      - name: Set up Python 3.10
         uses: actions/setup-python@v2
         with:
-          python-version: 3.9
+          python-version: 3.10
 
       - name: Install base dependencies
         run: |