diff --git a/.github/workflows/gems-bump-version.yml b/.github/workflows/gems-bump-version.yml
index a3a30ee8d4..0243bafb40 100644
--- a/.github/workflows/gems-bump-version.yml
+++ b/.github/workflows/gems-bump-version.yml
@@ -15,8 +15,16 @@ jobs:
   Create-PR-To-Bump-Dependabot-Gems-Version:
     runs-on: ubuntu-latest
     steps:
+      - name: Generate token
+        id: generate_token
+        uses: tibdex/github-app-token@b62528385c34dbc9f38e5f4225ac829252d1ea92 # v1.8.0
+        with:
+          app_id: ${{ secrets.DEPENDABOT_CORE_ACTION_AUTOMATION_APP_ID }}
+          private_key: ${{ secrets.DEPENDABOT_CORE_ACTION_AUTOMATION_PRIVATE_KEY }}
+
       - uses: actions/checkout@v3
         with:
+          token: ${{ steps.generate_token.outputs.token }}
           # Ensure we start from main in case the workflow is run from a branch
           ref: "main"
 
@@ -64,7 +72,7 @@ jobs:
           echo "PR created at URL: $PR_URL"
           echo "PR_URL=$PR_URL" >> $GITHUB_ENV
         env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          GH_TOKEN: ${{ steps.generate_token.outputs.token }}
 
       - name: Set summary
         run: |