diff --git a/.github/workflows/ai-service-build-image.yaml b/.github/workflows/ai-service-release-image.yaml
similarity index 51%
rename from .github/workflows/ai-service-build-image.yaml
rename to .github/workflows/ai-service-release-image.yaml
index 89721d54e..f4575ee82 100644
--- a/.github/workflows/ai-service-build-image.yaml
+++ b/.github/workflows/ai-service-release-image.yaml
@@ -1,16 +1,11 @@
-name: AI Service Build image
+name: AI Service Release image
 
 on:
   workflow_dispatch:
     inputs:
-      docker_image_tag_name:
+      tag_name:
         description: Docker image tag name (Optional)
         type: string
-      is_latest:
-        description: Is latest (Optional)
-        type: boolean
-        required: false
-        default: false
 
 defaults:
   run:
@@ -21,6 +16,15 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v4
+      - name: Prepare tag name
+        id: tag-preparation
+        run: |
+          if [ -n "${{ github.event.inputs.docker_image_tag_name }}" ]; then
+            tag_name=${{ github.event.inputs.tag_name }}
+          else
+            tag_name=commit-$(git log -1 --pretty=%h)
+          fi
+          echo "TAG_NAME=$tag_name" >> $GITHUB_OUTPUT
       - name: Set up QEMU
         uses: docker/setup-qemu-action@v3
       - name: Set up Docker Buildx
@@ -31,30 +35,12 @@ jobs:
           registry: ghcr.io
           username: ${{ github.actor }}
           password: ${{ secrets.GITHUB_TOKEN }}
-      - name: Prepare tag name
-        id: tag-preparation
-        run: |
-          if [ -n "${{ github.event.inputs.docker_image_tag_name }}" ]; then
-            tag_name=${{ github.event.inputs.docker_image_tag_name }}
-          else
-            tag_name=$(echo ${{ github.ref_name }} | sed 's/[^a-zA-Z0-9]/-/g')-$(git log -1 --pretty=%h)
-          fi
-          echo "TAG_NAME=$tag_name" >> $GITHUB_OUTPUT
       - name: Build and push image
         env:
           TAG_NAME: ${{ steps.tag-preparation.outputs.TAG_NAME }}
         run: |
-          if [ ${{ github.event.inputs.is_latest }} == true ]; then
-            docker buildx build \
-              --platform linux/amd64,linux/arm64 \
-              --tag ghcr.io/canner/wren-ai-service:$TAG_NAME \
-              --tag ghcr.io/canner/wren-ai-service:latest \
-              --file ./docker/Dockerfile \
-              --push .
-          else
-            docker buildx build \
-              --platform linux/amd64,linux/arm64 \
-              --tag ghcr.io/canner/wren-ai-service:$TAG_NAME \
-              --file ./docker/Dockerfile \
-              --push .
-          fi
+          docker buildx build \
+            --platform linux/amd64,linux/arm64 \
+            --tag ghcr.io/canner/wren-ai-service:$TAG_NAME \
+            --file ./docker/Dockerfile \
+            --push .
diff --git a/.github/workflows/ai-service-release-nightly-image.yaml b/.github/workflows/ai-service-release-nightly-image.yaml
new file mode 100644
index 000000000..494e117a5
--- /dev/null
+++ b/.github/workflows/ai-service-release-nightly-image.yaml
@@ -0,0 +1,42 @@
+name: AI Service Release nightly image
+
+on:
+  push:
+    branches: [main]
+    paths:
+      - 'wren-ai-service/**'
+
+defaults:
+  run:
+    working-directory: wren-ai-service
+
+jobs:
+  build-image:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Prepare tag name
+        id: tag-preparation
+        run: |
+          tag_name=main-$(git log -1 --pretty=%h)
+          echo "TAG_NAME=$tag_name" >> $GITHUB_OUTPUT
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v3
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+      - name: Login to GitHub Container Registry
+        uses: docker/login-action@v3
+        with:
+          registry: ghcr.io
+          username: ${{ github.actor }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+      - name: Build and push image
+        env:
+          TAG_NAME: ${{ steps.tag-preparation.outputs.TAG_NAME }}
+        run: |
+          docker buildx build \
+            --platform linux/amd64,linux/arm64 \
+            --tag ghcr.io/canner/wren-ai-service:$TAG_NAME \
+            --tag ghcr.io/canner/wren-ai-service:nightly \
+            --file ./docker/Dockerfile \
+            --push .
diff --git a/.github/workflows/ai-service-release-stable-image.yaml b/.github/workflows/ai-service-release-stable-image.yaml
new file mode 100644
index 000000000..baca994c3
--- /dev/null
+++ b/.github/workflows/ai-service-release-stable-image.yaml
@@ -0,0 +1,61 @@
+name: AI Service Release stable image
+
+on:
+  workflow_dispatch:
+    inputs:
+      version:
+        description: Give a version for this release
+        type: string
+        required: true
+
+defaults:
+  run:
+    working-directory: wren-ai-service
+
+jobs:
+  upgrade-ai-service-version:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Set up Git
+        run: |
+          git config --global user.email "dev@cannerdata.com"
+          git config --global user.name "stable-release-bot"
+      - name: Set up Python 3.12
+        uses: actions/setup-python@v4
+        with:
+          python-version: 3.12
+      - name: Install Poetry
+        uses: abatilo/actions-poetry@v2
+        with:
+          poetry-version: 1.7.1
+      - name: Upgrade AI Service version
+        run: |
+          version=${{ github.event.inputs.version }}
+          poetry version --next-phase $version
+          git add pyproject.toml
+          git commit -m "Upgrade AI Service version to $version"
+          git push
+  build-image:
+    needs: upgrade-ai-service-version
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v3
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+      - name: Login to GitHub Container Registry
+        uses: docker/login-action@v3
+        with:
+          registry: ghcr.io
+          username: ${{ github.actor }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+      - name: Build and push image
+        run: |
+          docker buildx build \
+            --platform linux/amd64,linux/arm64 \
+            --tag ghcr.io/canner/wren-ai-service:${{ github.event.inputs.version }} \
+            --tag ghcr.io/canner/wren-ai-service:latest \
+            --file ./docker/Dockerfile \
+            --push .