diff --git a/.github/workflows/industrial-edge-insights-time-series-pull-request.yml b/.github/workflows/industrial-edge-insights-time-series-pull-request.yml
index 61795c60fd..0bb9504005 100644
--- a/.github/workflows/industrial-edge-insights-time-series-pull-request.yml
+++ b/.github/workflows/industrial-edge-insights-time-series-pull-request.yml
@@ -3,12 +3,13 @@
 # Copyright (C) 2025 Intel Corporation
 # SPDX-License-Identifier: Apache-2.0
 #
-name: "[Industrial Edge Insights Time Series] PR workflow"
-run-name: "[Industrial Edge Insights Time Series] PR  workflow (by @${{ github.actor }} via ${{ github.event_name }})"
+name: "[Industrial Edge Insights Time Series and Multimodal] PR workflow"
+run-name: "[Industrial Edge Insights Time Series and Multimodal] PR workflow (by @${{ github.actor }} via ${{ github.event_name }})"
 on:
   pull_request:
     paths:
       - 'manufacturing-ai-suite/industrial-edge-insights-time-series/*'
+      - 'manufacturing-ai-suite/industrial-edge-insights-multimodal/*'
   workflow_call:
   workflow_dispatch:
 
@@ -52,7 +53,7 @@ jobs:
       with:
           path: timeseries
           persist-credentials: false
-    - name: Building Wind Turbine Anomaly Detection Sample App
+    - name: Building Time Series Sample App
       run: |
         cd ./timeseries/manufacturing-ai-suite/industrial-edge-insights-time-series
         make down 
@@ -87,6 +88,50 @@ jobs:
         cd "${{ github.workspace }}"
         cd ./timeseries/manufacturing-ai-suite/industrial-edge-insights-time-series
         make down
+    - name: Deploying Weld Anomaly Detection Sample App
+      run: |
+        cd "${{ github.workspace }}"
+        cd ./timeseries/manufacturing-ai-suite/industrial-edge-insights-time-series
+        echo "Deploying Weld Anomaly Detection Sample App"
+        make up_mqtt_ingestion app=weld-anomaly-detection
+    - name: Undeploying Weld Anomaly Detection Sample App
+      run: |
+        cd "${{ github.workspace }}"
+        cd ./timeseries/manufacturing-ai-suite/industrial-edge-insights-time-series
+        make down
+
+    - name: Building Multimodal Sample App
+      run: |
+        cd ./timeseries/manufacturing-ai-suite/industrial-edge-insights-multimodal
+        make down 
+        # Generate random values for sensitive environment variables
+        INFLUXDB_USERNAME=$(cat /dev/urandom | tr -dc 'a-zA-Z' | head -c 8)
+        INFLUXDB_PASSWORD=$(openssl rand -hex 6)
+        VISUALIZER_GRAFANA_USER=$(cat /dev/urandom | tr -dc 'a-zA-Z' | head -c 8)
+        VISUALIZER_GRAFANA_PASSWORD=$(openssl rand -hex 6)
+        MTX_WEBRTCICESERVERS2_0_USERNAME=$(cat /dev/urandom | tr -dc 'a-zA-Z' | head -c 8)
+        MTX_WEBRTCICESERVERS2_0_PASSWORD=$(openssl rand -hex 10)
+        HOST_IP=$(hostname -I | awk '{print $1}')
+
+        sed -i "s/INFLUXDB_USERNAME=.*/INFLUXDB_USERNAME=${INFLUXDB_USERNAME}/g" .env
+        sed -i "s/INFLUXDB_PASSWORD=.*/INFLUXDB_PASSWORD=${INFLUXDB_PASSWORD}/g" .env
+        sed -i "s/VISUALIZER_GRAFANA_USER=.*/VISUALIZER_GRAFANA_USER=${VISUALIZER_GRAFANA_USER}/g" .env
+        sed -i "s/VISUALIZER_GRAFANA_PASSWORD=.*/VISUALIZER_GRAFANA_PASSWORD=${VISUALIZER_GRAFANA_PASSWORD}/g" .env
+        sed -i "s/MTX_WEBRTCICESERVERS2_0_USERNAME=.*/MTX_WEBRTCICESERVERS2_0_USERNAME=${MTX_WEBRTCICESERVERS2_0_USERNAME}/g" .env
+        sed -i "s/MTX_WEBRTCICESERVERS2_0_PASSWORD=.*/MTX_WEBRTCICESERVERS2_0_PASSWORD=${MTX_WEBRTCICESERVERS2_0_PASSWORD}/g" .env
+        sed -i "s/HOST_IP=.*/HOST_IP=${HOST_IP}/g" .env
+        make build
+    - name: Deploying Multimodal Weld Defect Detection Sample App
+      run: |
+        cd "${{ github.workspace }}"
+        cd ./timeseries/manufacturing-ai-suite/industrial-edge-insights-multimodal
+        echo "Deploying Multimodal Weld Defect Detection Sample App"
+        make up
+    - name: Undeploying Multimodal Weld Defect Detection Sample App
+      run: |
+        cd "${{ github.workspace }}"
+        cd ./timeseries/manufacturing-ai-suite/industrial-edge-insights-multimodal
+        make down
 
   industrial-edge-insights-time-series-scans:
     uses: ./.github/workflows/industrial-edge-insights-time-series-scans.yml
diff --git a/.github/workflows/industrial-edge-insights-time-series-scans.yml b/.github/workflows/industrial-edge-insights-time-series-scans.yml
index 4bba9ea72c..b615c0094d 100644
--- a/.github/workflows/industrial-edge-insights-time-series-scans.yml
+++ b/.github/workflows/industrial-edge-insights-time-series-scans.yml
@@ -367,7 +367,11 @@ jobs:
             sed -i "s/VISUALIZER_GRAFANA_USER:.*/VISUALIZER_GRAFANA_USER: ${VISUALIZER_GRAFANA_USER}/g" values.yaml
             sed -i "s/VISUALIZER_GRAFANA_PASSWORD:.*/VISUALIZER_GRAFANA_PASSWORD: ${VISUALIZER_GRAFANA_PASSWORD}/g" values.yaml
 
-            trivy config . >> trivy-timeseries-helm.txt
+            trivy config . >> trivy-timeseries-mqtt-helm.txt
+
+            sed -i "s/TELEGRAF_INPUT_PLUGIN:.*/TELEGRAF_INPUT_PLUGIN: opcua/g" values.yaml
+            trivy config . >> trivy-timeseries-opcua-helm.txt
+
           fi
           
       - name: Upload Scan artifact to Github
@@ -375,7 +379,7 @@ jobs:
         with:
           name: Trivy Report - Config scan for Helm
           path: |
-            manufacturing-ai-suite/industrial-edge-insights-time-series/helm/trivy-timeseries-helm.txt
+            manufacturing-ai-suite/industrial-edge-insights-time-series/helm/trivy-timeseries-*.txt
       
   trivy-config-time-series-dockerfile-scan:
     if: ${{ ((inputs.target == 'trivy-config-scan') || (inputs.target == 'trivy-dockerfile-scan') || (inputs.target == 'all-scans')) && ((inputs.application == 'time-series') || (inputs.application == 'both')) }}
diff --git a/.github/workflows/pre-merge.yml b/.github/workflows/pre-merge.yml
index 071ef90077..a646075c5c 100644
--- a/.github/workflows/pre-merge.yml
+++ b/.github/workflows/pre-merge.yml
@@ -22,6 +22,7 @@ jobs:
       hmi-augmented-worker_changed: ${{ steps.filter.outputs.hmi-augmented-worker }}
       image-based-video-search_changed: ${{ steps.filter.outputs.image-based-video-search }}
       industrial-edge-insights-time-series_changed: ${{ steps.filter.outputs.industrial-edge-insights-time-series }}
+      industrial-edge-insights-multimodal_changed: ${{ steps.filter.outputs.industrial-edge-insights-multimodal }}
       loitering-detection_changed: ${{ steps.filter.outputs.loitering-detection }}
       metro-sdk-manager_changed: ${{ steps.filter.outputs.metro-sdk-manager }}
       pallet-defect-detection_changed: ${{ steps.filter.outputs.pallet-defect-detection }}
@@ -47,6 +48,8 @@ jobs:
               - 'metro-ai-suite/image-based-video-search/docs/**'
             industrial-edge-insights-time-series:
               - 'manufacturing-ai-suite/industrial-edge-insights-time-series/docs/**'
+            industrial-edge-insights-multimodal:
+              - 'manufacturing-ai-suite/industrial-edge-insights-multimodal/docs/**'
             loitering-detection:
               - 'metro-ai-suite/metro-vision-ai-app-recipe/loitering-detection/docs/**'
             metro-sdk-manager:
@@ -108,6 +111,20 @@ jobs:
     with:
       docs_directory: manufacturing-ai-suite/industrial-edge-insights-time-series
       exclude_patterns: "**/Overview.md"
+  
+  build_industrial-edge-insights-multimodal:
+    permissions:
+      contents: read          # needed for actions/checkout
+    needs: filter
+    if: ${{ needs.filter.outputs.industrial-edge-insights-multimodal_changed == 'true' }}
+    uses: open-edge-platform/orch-ci/.github/workflows/build-documentation.yml@b14b0105bf312a2c98457dd021622de4c14f6bff
+    secrets:
+      SYS_ORCH_GITHUB: ${{ secrets.SYS_ORCH_GITHUB }}
+      DOC_AWS_ACCESS_KEY_ID: ${{ secrets.DOC_AWS_ACCESS_KEY_ID }}
+      DOC_AWS_SECRET_ACCESS_KEY: ${{ secrets.DOC_AWS_SECRET_ACCESS_KEY }}
+    with:
+      docs_directory: manufacturing-ai-suite/industrial-edge-insights-multimodal
+      exclude_patterns: "**/Overview.md"
 
   build_loitering-detection:
     permissions: