diff --git a/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/pallet-defect-detection/application.yaml b/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/pallet-defect-detection/application.yaml
index 34395e3fe8..94f4b6524f 100644
--- a/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/pallet-defect-detection/application.yaml
+++ b/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/pallet-defect-detection/application.yaml
@@ -6,12 +6,12 @@ schemaVersion: "0.1"
 $schema: "https://schema.intel.com/catalog.orchestrator/0.1/schema"
 
 name: pdd-app
-version: 2.6.0-rc1
+version: 2.6.0
 description: "Pallet Defect Detection Sample Application"
 
 helmRegistry: "docker-hub"
 chartName: "intel/pallet-defect-detection-reference-implementation"
-chartVersion: "2.6.0-rc1"
+chartVersion: "2.6.0"
 
 profiles:
   - name: "default"
diff --git a/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/pallet-defect-detection/deployment-package.yaml b/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/pallet-defect-detection/deployment-package.yaml
index 7bac4154b4..45bb18fb0b 100644
--- a/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/pallet-defect-detection/deployment-package.yaml
+++ b/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/pallet-defect-detection/deployment-package.yaml
@@ -8,11 +8,11 @@ $schema: "https://schema.intel.com/catalog.orchestrator/0.1/schema"
 name: "pdd"
 displayName: "pdd"
 description: "Pallet Defect Detection Deployment Package"
-version: "2.6.0-rc1"
+version: "2.6.0"
 
 applications:
   - name: pdd-app
-    version: 2.6.0-rc1
+    version: 2.6.0
 
 defaultNamespaces:
   pdd-app: pdd
diff --git a/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/pcb-anomaly-detection/application.yaml b/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/pcb-anomaly-detection/application.yaml
index e42b9f5258..7e09317e16 100644
--- a/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/pcb-anomaly-detection/application.yaml
+++ b/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/pcb-anomaly-detection/application.yaml
@@ -6,12 +6,12 @@ schemaVersion: "0.1"
 $schema: "https://schema.intel.com/catalog.orchestrator/0.1/schema"
 
 name: pcb-app
-version: 1.2.0-rc1
+version: 1.2.0
 description: "PCB Anomaly Detection Sample Application"
 
 helmRegistry: "docker-hub"
 chartName: "intel/pcb-anomaly-detection"
-chartVersion: "1.2.0-rc1"
+chartVersion: "1.2.0"
 
 profiles:
   - name: "default"
diff --git a/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/pcb-anomaly-detection/deployment-package.yaml b/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/pcb-anomaly-detection/deployment-package.yaml
index 039a4acd7c..747fe6aa1b 100644
--- a/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/pcb-anomaly-detection/deployment-package.yaml
+++ b/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/pcb-anomaly-detection/deployment-package.yaml
@@ -8,11 +8,11 @@ $schema: "https://schema.intel.com/catalog.orchestrator/0.1/schema"
 name: "pcb"
 displayName: "pcb"
 description: "PCB Anomaly Detection Deployment Package"
-version: "1.2.0-rc1"
+version: "1.2.0"
 
 applications:
   - name: pcb-app
-    version: 1.2.0-rc1
+    version: 1.2.0
 
 defaultNamespaces:
   pcb-app: pcb
diff --git a/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/weld-porosity/application.yaml b/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/weld-porosity/application.yaml
index bffe777916..199aab5d3c 100644
--- a/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/weld-porosity/application.yaml
+++ b/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/weld-porosity/application.yaml
@@ -6,12 +6,12 @@ schemaVersion: "0.1"
 $schema: "https://schema.intel.com/catalog.orchestrator/0.1/schema"
 
 name: wp-app
-version: 1.4.0-rc1
+version: 1.4.0
 description: "weld Porosity Sample Application"
 
 helmRegistry: "docker-hub"
 chartName: "intel/weld-porosity-sample-application"
-chartVersion: "1.4.0-rc1"
+chartVersion: "1.4.0"
 
 profiles:
   - name: "default"
diff --git a/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/weld-porosity/deployment-package.yaml b/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/weld-porosity/deployment-package.yaml
index c73c7c43f7..5b65eaeb05 100644
--- a/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/weld-porosity/deployment-package.yaml
+++ b/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/weld-porosity/deployment-package.yaml
@@ -8,11 +8,11 @@ $schema: "https://schema.intel.com/catalog.orchestrator/0.1/schema"
 name: "wp"
 displayName: "wp"
 description: "Weld Porosity Deployment Package"
-version: "1.4.0-rc1"
+version: "1.4.0"
 
 applications:
   - name: wp-app
-    version: 1.4.0-rc1
+    version: 1.4.0
 
 defaultNamespaces:
   wp-app: wp
diff --git a/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/worker-safety-gear-detection/application.yaml b/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/worker-safety-gear-detection/application.yaml
index 15ffb4d343..364c8b0115 100644
--- a/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/worker-safety-gear-detection/application.yaml
+++ b/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/worker-safety-gear-detection/application.yaml
@@ -6,12 +6,12 @@ schemaVersion: "0.1"
 $schema: "https://schema.intel.com/catalog.orchestrator/0.1/schema"
 
 name: wsgd-app
-version: 1.2.0-rc1
+version: 1.2.0
 description: "Worker Safety Gear Detection Sample Application"
 
 helmRegistry: "docker-hub"
 chartName: "intel/worker-safety-gear-detection"
-chartVersion: "1.2.0-rc1"
+chartVersion: "1.2.0"
 
 profiles:
   - name: "default"
diff --git a/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/worker-safety-gear-detection/deployment-package.yaml b/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/worker-safety-gear-detection/deployment-package.yaml
index 34d042ca7b..ae4a4da98d 100644
--- a/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/worker-safety-gear-detection/deployment-package.yaml
+++ b/manufacturing-ai-suite/industrial-edge-insights-vision/deployment-package/worker-safety-gear-detection/deployment-package.yaml
@@ -8,11 +8,11 @@ $schema: "https://schema.intel.com/catalog.orchestrator/0.1/schema"
 name: "wsgd"
 displayName: "wsgd"
 description: "Worker Safety Gear Detection Deployment Package"
-version: "1.2.0-rc1"
+version: "1.2.0"
 
 applications:
   - name: wsgd-app
-    version: 1.2.0-rc1
+    version: 1.2.0
 
 defaultNamespaces:
   wsgd-app: wsgd
@@ -32,4 +32,4 @@ deploymentProfiles:
     description: "Uses NPU profile with privileged access enabled"
     applicationProfiles:
       - application: "wsgd-app"
-        profile: "with-intel-npu"
\ No newline at end of file
+        profile: "with-intel-npu"
diff --git a/manufacturing-ai-suite/industrial-edge-insights-vision/docs/user-guide/pallet-defect-detection/_assets/pdd-dp.png b/manufacturing-ai-suite/industrial-edge-insights-vision/docs/user-guide/pallet-defect-detection/_assets/pdd-dp.png
index 5584a02567..77f92dbee3 100644
Binary files a/manufacturing-ai-suite/industrial-edge-insights-vision/docs/user-guide/pallet-defect-detection/_assets/pdd-dp.png and b/manufacturing-ai-suite/industrial-edge-insights-vision/docs/user-guide/pallet-defect-detection/_assets/pdd-dp.png differ
diff --git a/manufacturing-ai-suite/industrial-edge-insights-vision/docs/user-guide/pcb-anomaly-detection/_assets/pcb-dp.png b/manufacturing-ai-suite/industrial-edge-insights-vision/docs/user-guide/pcb-anomaly-detection/_assets/pcb-dp.png
index 4b24dbe58a..c0e3e3e82f 100644
Binary files a/manufacturing-ai-suite/industrial-edge-insights-vision/docs/user-guide/pcb-anomaly-detection/_assets/pcb-dp.png and b/manufacturing-ai-suite/industrial-edge-insights-vision/docs/user-guide/pcb-anomaly-detection/_assets/pcb-dp.png differ
diff --git a/manufacturing-ai-suite/industrial-edge-insights-vision/docs/user-guide/weld-porosity/_assets/weld-dp.png b/manufacturing-ai-suite/industrial-edge-insights-vision/docs/user-guide/weld-porosity/_assets/weld-dp.png
index da300b773d..facf13c841 100644
Binary files a/manufacturing-ai-suite/industrial-edge-insights-vision/docs/user-guide/weld-porosity/_assets/weld-dp.png and b/manufacturing-ai-suite/industrial-edge-insights-vision/docs/user-guide/weld-porosity/_assets/weld-dp.png differ
diff --git a/manufacturing-ai-suite/industrial-edge-insights-vision/docs/user-guide/worker-safety-gear-detection/_assets/wsgd-dp.png b/manufacturing-ai-suite/industrial-edge-insights-vision/docs/user-guide/worker-safety-gear-detection/_assets/wsgd-dp.png
index db850afa35..32406d3dc1 100644
Binary files a/manufacturing-ai-suite/industrial-edge-insights-vision/docs/user-guide/worker-safety-gear-detection/_assets/wsgd-dp.png and b/manufacturing-ai-suite/industrial-edge-insights-vision/docs/user-guide/worker-safety-gear-detection/_assets/wsgd-dp.png differ
diff --git a/metro-ai-suite/image-based-video-search/deployment-package/application.yaml b/metro-ai-suite/image-based-video-search/deployment-package/application.yaml
index 93f11c7e6d..d0a313ccec 100644
--- a/metro-ai-suite/image-based-video-search/deployment-package/application.yaml
+++ b/metro-ai-suite/image-based-video-search/deployment-package/application.yaml
@@ -6,12 +6,12 @@ schemaVersion: "0.1"
 $schema: "https://schema.intel.com/catalog.orchestrator/0.1/schema"
 
 name: ibvs-app
-version: 1.2.0-rc1
+version: 1.2.0
 description: "Image-Based Video Search Sample Application"
 
 helmRegistry: "docker-hub"
 chartName: "intel/image-based-video-search"
-chartVersion: "1.2.0-rc1"
+chartVersion: "1.2.0"
 
 profiles:
   - name: "default"
diff --git a/metro-ai-suite/image-based-video-search/deployment-package/deployment-package.yaml b/metro-ai-suite/image-based-video-search/deployment-package/deployment-package.yaml
index b74e0fbfc7..d0481d8653 100644
--- a/metro-ai-suite/image-based-video-search/deployment-package/deployment-package.yaml
+++ b/metro-ai-suite/image-based-video-search/deployment-package/deployment-package.yaml
@@ -8,11 +8,11 @@ $schema: "https://schema.intel.com/catalog.orchestrator/0.1/schema"
 name: "ibvs"
 displayName: "ibvs"
 description: "Image-Based Video Search Sample Application"
-version: "1.2.0-rc1"
+version: "1.2.0"
 
 applications:
   - name: ibvs-app
-    version: 1.2.0-rc1
+    version: 1.2.0
 
 defaultNamespaces:
   ibvs-app: ibvs
diff --git a/metro-ai-suite/image-based-video-search/docs/user-guide/_assets/ibvs-dp.png b/metro-ai-suite/image-based-video-search/docs/user-guide/_assets/ibvs-dp.png
index 266ea8296d..a478d7d5ce 100644
Binary files a/metro-ai-suite/image-based-video-search/docs/user-guide/_assets/ibvs-dp.png and b/metro-ai-suite/image-based-video-search/docs/user-guide/_assets/ibvs-dp.png differ
diff --git a/metro-ai-suite/metro-vision-ai-app-recipe/loitering-detection/deployment-package/application.yaml b/metro-ai-suite/metro-vision-ai-app-recipe/loitering-detection/deployment-package/application.yaml
index 09c65a1e5f..dc5696541d 100644
--- a/metro-ai-suite/metro-vision-ai-app-recipe/loitering-detection/deployment-package/application.yaml
+++ b/metro-ai-suite/metro-vision-ai-app-recipe/loitering-detection/deployment-package/application.yaml
@@ -6,12 +6,12 @@ schemaVersion: "0.1"
 $schema: "https://schema.intel.com/catalog.orchestrator/0.1/schema"
 
 name: ld-app
-version: 1.4.0-rc1
+version: 1.4.0
 description: "Loitering Detection Sample Application"
 
 helmRegistry: "docker-hub"
 chartName: "intel/loitering-detection"
-chartVersion: "1.4.0-rc1"
+chartVersion: "1.4.0"
 
 profiles:
   - name: "default"
diff --git a/metro-ai-suite/metro-vision-ai-app-recipe/loitering-detection/deployment-package/deployment-package.yaml b/metro-ai-suite/metro-vision-ai-app-recipe/loitering-detection/deployment-package/deployment-package.yaml
index 6ac680db44..12dad04cee 100644
--- a/metro-ai-suite/metro-vision-ai-app-recipe/loitering-detection/deployment-package/deployment-package.yaml
+++ b/metro-ai-suite/metro-vision-ai-app-recipe/loitering-detection/deployment-package/deployment-package.yaml
@@ -8,11 +8,11 @@ $schema: "https://schema.intel.com/catalog.orchestrator/0.1/schema"
 name: "ld"
 displayName: "ld"
 description: "Loitering Detection Deployment Package"
-version: "1.4.0-rc1"
+version: "1.4.0"
 
 applications:
   - name: ld-app
-    version: 1.4.0-rc1
+    version: 1.4.0
 
 defaultNamespaces:
   ld-app: ld
diff --git a/metro-ai-suite/metro-vision-ai-app-recipe/loitering-detection/docs/user-guide/_assets/ld-dp.png b/metro-ai-suite/metro-vision-ai-app-recipe/loitering-detection/docs/user-guide/_assets/ld-dp.png
index 0257f2d53f..eec153fca7 100644
Binary files a/metro-ai-suite/metro-vision-ai-app-recipe/loitering-detection/docs/user-guide/_assets/ld-dp.png and b/metro-ai-suite/metro-vision-ai-app-recipe/loitering-detection/docs/user-guide/_assets/ld-dp.png differ
diff --git a/metro-ai-suite/metro-vision-ai-app-recipe/smart-parking/deployment-package/application.yaml b/metro-ai-suite/metro-vision-ai-app-recipe/smart-parking/deployment-package/application.yaml
index 2e4ad03825..7856fa2abc 100644
--- a/metro-ai-suite/metro-vision-ai-app-recipe/smart-parking/deployment-package/application.yaml
+++ b/metro-ai-suite/metro-vision-ai-app-recipe/smart-parking/deployment-package/application.yaml
@@ -6,12 +6,12 @@ schemaVersion: "0.1"
 $schema: "https://schema.intel.com/catalog.orchestrator/0.1/schema"
 
 name: sp-app
-version: 1.4.0-rc1
+version: 1.4.0
 description: "Smart Parking Sample Application"
 
 helmRegistry: "docker-hub"
 chartName: "intel/smart-parking"
-chartVersion: "1.4.0-rc1"
+chartVersion: "1.4.0"
 
 profiles:
   - name: "default"
diff --git a/metro-ai-suite/metro-vision-ai-app-recipe/smart-parking/deployment-package/deployment-package.yaml b/metro-ai-suite/metro-vision-ai-app-recipe/smart-parking/deployment-package/deployment-package.yaml
index 4690d391d2..691edfbd93 100644
--- a/metro-ai-suite/metro-vision-ai-app-recipe/smart-parking/deployment-package/deployment-package.yaml
+++ b/metro-ai-suite/metro-vision-ai-app-recipe/smart-parking/deployment-package/deployment-package.yaml
@@ -8,11 +8,11 @@ $schema: "https://schema.intel.com/catalog.orchestrator/0.1/schema"
 name: "sp"
 displayName: "sp"
 description: "Smart Parking Deployment Package"
-version: "1.4.0-rc1"
+version: "1.4.0"
 
 applications:
   - name: sp-app
-    version: 1.4.0-rc1
+    version: 1.4.0
 
 defaultNamespaces:
   sp-app: sp
diff --git a/metro-ai-suite/metro-vision-ai-app-recipe/smart-parking/docs/user-guide/_assets/sp-dp.png b/metro-ai-suite/metro-vision-ai-app-recipe/smart-parking/docs/user-guide/_assets/sp-dp.png
index 93f77921f6..14e2592bd7 100644
Binary files a/metro-ai-suite/metro-vision-ai-app-recipe/smart-parking/docs/user-guide/_assets/sp-dp.png and b/metro-ai-suite/metro-vision-ai-app-recipe/smart-parking/docs/user-guide/_assets/sp-dp.png differ