diff --git a/tools/ci_build/github/azure-pipelines/win-wasm-multi-platform-ci-pipeline.yml b/tools/ci_build/github/azure-pipelines/win-wasm-multi-platform-ci-pipeline.yml
new file mode 100644
index 0000000000..88ff5e8480
--- /dev/null
+++ b/tools/ci_build/github/azure-pipelines/win-wasm-multi-platform-ci-pipeline.yml
@@ -0,0 +1,185 @@
+jobs:
+- job: build_onnxruntime_web_browserstack
+  pool: Onnxruntime-BrowserStack-for-Web
+  timeoutInMinutes: 30
+  workspace:
+    clean: all
+  steps:
+  - checkout: self
+    submodules: false
+  - task: DownloadPipelineArtifact@2
+    inputs:
+      source: 'specific'
+      project: 'onnxruntime'
+      pipeline: 161
+      preferTriggeringPipeline: true
+      artifact: '__commit'
+      path: $(Pipeline.Workspace)
+    displayName: 'Get commit SHA'
+  - script: |
+     __commit__=$(<$(Pipeline.Workspace)/__commit.txt)
+     __commit__=${__commit__//[$'\t\r\n']}
+     git fetch origin $__commit__:refs/remotes/origin/$__commit__
+     git checkout --force $__commit__
+    workingDirectory: '$(Build.SourcesDirectory)'
+    displayName: 'Read commit SHA and checkout'
+  - script: |
+     git submodule sync -- cmake/external/onnx
+     git submodule update --init -- cmake/external/onnx
+    workingDirectory: '$(Build.SourcesDirectory)'
+    displayName: 'Checkout submodule onnx'
+  - task: NodeTool@0
+    inputs:
+      versionSpec: '14.x'
+  - task: DownloadPipelineArtifact@2
+    inputs:
+      source: 'specific'
+      project: 'onnxruntime'
+      pipeline: 161
+      preferTriggeringPipeline: true
+      patterns: 'Release_*/**/*'
+      path: $(Pipeline.Workspace)/artifacts
+    displayName: 'Download WebAssembly artifacts'
+  - task: CopyFiles@2
+    inputs:
+      sourceFolder: $(Pipeline.Workspace)/artifacts
+      contents: |
+        **/*.wasm
+      targetFolder: $(Build.SourcesDirectory)/js/web/dist
+      flattenFolders: true
+    displayName: 'Binplace dist files'
+  - task: CopyFiles@2
+    inputs:
+      sourceFolder: $(Pipeline.Workspace)/artifacts
+      contents: |
+        **/*.js
+      targetFolder: $(Build.SourcesDirectory)/js/web/lib/wasm/binding
+      flattenFolders: true
+    displayName: 'Binplace js files'
+  - script: |
+     npm ci
+    workingDirectory: '$(Build.SourcesDirectory)/js'
+    displayName: 'npm ci /js/'
+  - script: |
+     npm ci
+    workingDirectory: '$(Build.SourcesDirectory)/js/common'
+    displayName: 'npm ci /js/common/'
+  - script: |
+     npm ci
+    workingDirectory: '$(Build.SourcesDirectory)/js/web'
+    displayName: 'npm ci /js/web/'
+  - task: BrowserStackConfig@0
+    inputs:
+      BrowserStackServiceEndPoint: 'BrowserStack Connection'
+      browserstackLocal: true
+    displayName: 'BrowserStack configuration setup'
+    timeoutInMinutes: 20
+  - script: |
+      export ONNXJS_TEST_BS_BROWSERS=BS_MAC_11_Safari_14,BS_MAC_11_Chrome_91,BS_ANDROID_11_Pixel_5
+      npm test -- suite0 --env=bs --wasm-init-timeout=30000 --file-cache
+    workingDirectory: '$(Build.SourcesDirectory)/js/web'
+    displayName: 'npm test (Suite0, BS_ANDROID, BS_MAC)'
+    env:
+      BROWSERSTACK_ACCESS_KEY: $(BROWSERSTACK_ACCESS_KEY)
+      BROWSERSTACK_USERNAME: $(BROWSERSTACK_USERNAME)
+  - script: |
+      export ONNXJS_TEST_BS_BROWSERS=BS_IOS_14_iPhoneXS
+      npm test -- suite1 --env=bs --wasm-init-timeout=30000 --file-cache --backend=wasm
+    workingDirectory: '$(Build.SourcesDirectory)/js/web'
+    displayName: 'npm test (Suite1, BS_IOS)'
+    env:
+      BROWSERSTACK_ACCESS_KEY: $(BROWSERSTACK_ACCESS_KEY)
+      BROWSERSTACK_USERNAME: $(BROWSERSTACK_USERNAME)
+  - task: BrowserStackStopLocal@0
+  - task: BrowserStackResults@0
+    displayName: 'BrowserStack results'
+    continueOnError: true
+    timeoutInMinutes: 10
+  - task: mspremier.PostBuildCleanup.PostBuildCleanup-task.PostBuildCleanup@3
+    displayName: 'Clean Agent Directories'
+    condition: always()
+
+- job: build_onnxruntime_web_windows
+  pool:
+    vmImage: windows-latest
+  timeoutInMinutes: 30
+  workspace:
+    clean: all
+  steps:
+  - checkout: self
+    submodules: false
+  - task: DownloadPipelineArtifact@2
+    inputs:
+      source: 'specific'
+      project: 'onnxruntime'
+      pipeline: 161
+      preferTriggeringPipeline: true
+      artifact: '__commit'
+      path: $(Pipeline.Workspace)
+    displayName: 'Get commit SHA'
+  - script: |
+     set /p __commit__=<$(Pipeline.Workspace)\__commit.txt
+     git fetch origin +%__commit__%:refs/remotes/origin/%__commit__%
+     git checkout --force %__commit__%
+    workingDirectory: '$(Build.SourcesDirectory)'
+    displayName: 'Read commit SHA and checkout'
+  - script: |
+     git submodule sync -- cmake\external\onnx
+     git submodule update --init -- cmake\external\onnx
+    workingDirectory: '$(Build.SourcesDirectory)'
+    displayName: 'Checkout submodule onnx'
+  - task: NodeTool@0
+    inputs:
+      versionSpec: '14.x'
+  - task: DownloadPipelineArtifact@2
+    inputs:
+      source: 'specific'
+      project: 'onnxruntime'
+      pipeline: 161
+      preferTriggeringPipeline: true
+      patterns: 'Release_*/**/*'
+      path: $(Pipeline.Workspace)\artifacts
+    displayName: 'Download WebAssembly artifacts'
+  - task: CopyFiles@2
+    inputs:
+      sourceFolder: $(Pipeline.Workspace)\artifacts
+      contents: |
+        **\*.wasm
+      targetFolder: $(Build.SourcesDirectory)\js\web\dist
+      flattenFolders: true
+    displayName: 'Binplace dist files'
+  - task: CopyFiles@2
+    inputs:
+      sourceFolder: $(Pipeline.Workspace)\artifacts
+      contents: |
+        **\*.js
+      targetFolder: $(Build.SourcesDirectory)\js\web\lib\wasm\binding
+      flattenFolders: true
+    displayName: 'Binplace js files'
+  - script: |
+     npm ci
+    workingDirectory: '$(Build.SourcesDirectory)\js'
+    displayName: 'npm ci /js/'
+  - script: |
+     npm ci
+    workingDirectory: '$(Build.SourcesDirectory)\js\common'
+    displayName: 'npm ci /js/common/'
+  - script: |
+     npm ci
+    workingDirectory: '$(Build.SourcesDirectory)\js\web'
+    displayName: 'npm ci /js/web/'
+  - script: |
+      npm test -- suite0 --wasm-init-timeout=30000 --file-cache
+    workingDirectory: '$(Build.SourcesDirectory)\js\web'
+    displayName: 'npm test (Suite0, Chrome)'
+  - script: |
+      npm test -- suite0 --env=firefox --wasm-init-timeout=30000 --file-cache
+    workingDirectory: '$(Build.SourcesDirectory)\js\web'
+    displayName: 'npm test (Suite0, Firefox)'
+  - script: |
+      npm test -- suite0 --env=edge --wasm-init-timeout=30000 --file-cache
+    workingDirectory: '$(Build.SourcesDirectory)\js\web'
+    displayName: 'npm test (Suite0, Edge)'
+  - task: mspremier.PostBuildCleanup.PostBuildCleanup-task.PostBuildCleanup@3
+    displayName: 'Clean Agent Directories'
+    condition: always()