diff --git a/bundle.Dockerfile b/bundle.Dockerfile
index 0f97a4e53..322adfb7a 100644
--- a/bundle.Dockerfile
+++ b/bundle.Dockerfile
@@ -7,7 +7,7 @@ ARG CONSOLE_IMAGE_ORIGINAL=quay.io/openshift-lightspeed/lightspeed-console-plugi
 ARG CONSOLE_IMAGE_ORIGINAL_PF5=quay.io/openshift-lightspeed/lightspeed-console-plugin-pf5:latest
 ARG OPENSHIFT_MCP_SERVER_IMAGE_ORIGINAL=quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/openshift-mcp-server@sha256:3a035744b772104c6c592acf8a813daced19362667ed6dab73a00d17eb9c3a43
 ARG DATAVERSE_EXPORTER_IMAGE_ORIGINAL=quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/lightspeed-to-dataverse-exporter@sha256:ccb6705a5e7ff0c4d371dc72dc8cf319574a2d64bcc0a89ccc7130f626656722
-ARG OCP_RAG_IMAGE_ORIGINAL=quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/lightspeed-ocp-rag@sha256:98b50164ee5662fd0e807c76a0f712553442798858ad81e26c2cb307ee3f47e9
+ARG OCP_RAG_IMAGE_ORIGINAL=quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/lightspeed-ocp-rag@sha256:2994e8938525281d5444ca4e0fee846f42048bd687a20119747f0532b6623302
 
 RUN microdnf install -y jq
 
diff --git a/bundle/manifests/lightspeed-operator.clusterserviceversion.yaml b/bundle/manifests/lightspeed-operator.clusterserviceversion.yaml
index 3a5d19858..947518f19 100644
--- a/bundle/manifests/lightspeed-operator.clusterserviceversion.yaml
+++ b/bundle/manifests/lightspeed-operator.clusterserviceversion.yaml
@@ -609,7 +609,7 @@ spec:
                       - --postgres-image=registry.redhat.io/rhel9/postgresql-16@sha256:42f385ac3c9b8913426da7c57e70bc6617cd237aaf697c667f6385a8c0b0118b
                       - --openshift-mcp-server-image=quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/openshift-mcp-server@sha256:3a035744b772104c6c592acf8a813daced19362667ed6dab73a00d17eb9c3a43
                       - --dataverse-exporter-image=quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/lightspeed-to-dataverse-exporter@sha256:ccb6705a5e7ff0c4d371dc72dc8cf319574a2d64bcc0a89ccc7130f626656722
-                      - --ocp-rag-image=quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/lightspeed-ocp-rag@sha256:98b50164ee5662fd0e807c76a0f712553442798858ad81e26c2cb307ee3f47e9
+                      - --ocp-rag-image=quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/lightspeed-ocp-rag@sha256:2994e8938525281d5444ca4e0fee846f42048bd687a20119747f0532b6623302
                     command:
                       - /manager
                     env:
@@ -740,6 +740,6 @@ spec:
     - name: lightspeed-to-dataverse-exporter
       image: quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/lightspeed-to-dataverse-exporter@sha256:ccb6705a5e7ff0c4d371dc72dc8cf319574a2d64bcc0a89ccc7130f626656722
     - name: lightspeed-ocp-rag
-      image: quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/lightspeed-ocp-rag@sha256:98b50164ee5662fd0e807c76a0f712553442798858ad81e26c2cb307ee3f47e9
+      image: quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/lightspeed-ocp-rag@sha256:2994e8938525281d5444ca4e0fee846f42048bd687a20119747f0532b6623302
     - name: lightspeed-postgresql
       image: registry.redhat.io/rhel9/postgresql-16@sha256:42f385ac3c9b8913426da7c57e70bc6617cd237aaf697c667f6385a8c0b0118b
diff --git a/config/default/kustomization.yaml b/config/default/kustomization.yaml
index 2e525b12a..c4baf970b 100644
--- a/config/default/kustomization.yaml
+++ b/config/default/kustomization.yaml
@@ -51,7 +51,7 @@ patches:
         value: --dataverse-exporter-image=quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/lightspeed-to-dataverse-exporter@sha256:ccb6705a5e7ff0c4d371dc72dc8cf319574a2d64bcc0a89ccc7130f626656722
       - op: add
         path: /spec/template/spec/containers/0/args/-
-        value: --ocp-rag-image=quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/lightspeed-ocp-rag@sha256:98b50164ee5662fd0e807c76a0f712553442798858ad81e26c2cb307ee3f47e9	
+        value: --ocp-rag-image=quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/lightspeed-ocp-rag@sha256:2994e8938525281d5444ca4e0fee846f42048bd687a20119747f0532b6623302	
       - op: replace
         path: /spec/template/spec/containers/0/image
         value: quay.io/openshift-lightspeed/lightspeed-operator:latest
diff --git a/hack/template_bundle.Containerfile b/hack/template_bundle.Containerfile
index 61a214254..f89ffe7c3 100644
--- a/hack/template_bundle.Containerfile
+++ b/hack/template_bundle.Containerfile
@@ -7,7 +7,7 @@ ARG CONSOLE_IMAGE_ORIGINAL=quay.io/openshift-lightspeed/lightspeed-console-plugi
 ARG CONSOLE_IMAGE_ORIGINAL_PF5=quay.io/openshift-lightspeed/lightspeed-console-plugin-pf5:latest
 ARG OPENSHIFT_MCP_SERVER_IMAGE_ORIGINAL=quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/openshift-mcp-server@sha256:3a035744b772104c6c592acf8a813daced19362667ed6dab73a00d17eb9c3a43
 ARG DATAVERSE_EXPORTER_IMAGE_ORIGINAL=quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/lightspeed-to-dataverse-exporter@sha256:ccb6705a5e7ff0c4d371dc72dc8cf319574a2d64bcc0a89ccc7130f626656722
-ARG OCP_RAG_IMAGE_ORIGINAL=quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/lightspeed-ocp-rag@sha256:98b50164ee5662fd0e807c76a0f712553442798858ad81e26c2cb307ee3f47e9
+ARG OCP_RAG_IMAGE_ORIGINAL=quay.io/redhat-user-workloads/crt-nshift-lightspeed-tenant/lightspeed-ocp-rag@sha256:2994e8938525281d5444ca4e0fee846f42048bd687a20119747f0532b6623302
 
 RUN microdnf install -y jq
 
diff --git a/lightspeed-catalog-4.16/bundle-v1.0.8.yaml b/lightspeed-catalog-4.16/bundle-v1.0.8.yaml
index 6ca8678d7..6fe49aa33 100644
--- a/lightspeed-catalog-4.16/bundle-v1.0.8.yaml
+++ b/lightspeed-catalog-4.16/bundle-v1.0.8.yaml
@@ -58,7 +58,7 @@ relatedImages:
   - name: lightspeed-to-dataverse-exporter
     image: registry.redhat.io/openshift-lightspeed/lightspeed-to-dataverse-exporter-rhel9@sha256:d4f3fa25a0dc60de849658ee59d900fcdf314984b27f4c07bdfb667f22001053
   - name: lightspeed-ocp-rag
-    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:3b73a841b0388f659f5a6f8f40a2b903e17ee4a7a57f074aa396b9e050cccc97
+    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:2994e8938525281d5444ca4e0fee846f42048bd687a20119747f0532b6623302
   - name: lightspeed-postgresql
     image: registry.redhat.io/rhel9/postgresql-16@sha256:42f385ac3c9b8913426da7c57e70bc6617cd237aaf697c667f6385a8c0b0118b
   - name: lightspeed-operator-bundle
diff --git a/lightspeed-catalog-4.16/bundle-v1.0.9.yaml b/lightspeed-catalog-4.16/bundle-v1.0.9.yaml
index 229fb74d2..41de31478 100644
--- a/lightspeed-catalog-4.16/bundle-v1.0.9.yaml
+++ b/lightspeed-catalog-4.16/bundle-v1.0.9.yaml
@@ -65,7 +65,7 @@ relatedImages:
     image: registry.redhat.io/openshift-lightspeed/lightspeed-to-dataverse-exporter-rhel9@sha256:a37ead216f2cc69813a81b9d51f52da14efd359f133d980e9d1b2ae9935dfdbd
     revision: 68622c76d8df8c2da2447d850f2a26c569d0d37f
   - name: lightspeed-ocp-rag
-    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:59c5a345758b336d871dac05454291504893bff96c3c9c2860b36b5ba9551743
+    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:2994e8938525281d5444ca4e0fee846f42048bd687a20119747f0532b6623302
     revision: 0e9ff9bed737d7afc4f39ca8e813d232a0e494bb
   - name: lightspeed-postgresql
     image: registry.redhat.io/rhel9/postgresql-16@sha256:42f385ac3c9b8913426da7c57e70bc6617cd237aaf697c667f6385a8c0b0118b
diff --git a/lightspeed-catalog-4.17/bundle-v1.0.8.yaml b/lightspeed-catalog-4.17/bundle-v1.0.8.yaml
index 47d70252f..ebcdd07da 100644
--- a/lightspeed-catalog-4.17/bundle-v1.0.8.yaml
+++ b/lightspeed-catalog-4.17/bundle-v1.0.8.yaml
@@ -437,7 +437,7 @@ relatedImages:
   - name: lightspeed-to-dataverse-exporter
     image: registry.redhat.io/openshift-lightspeed/lightspeed-to-dataverse-exporter-rhel9@sha256:d4f3fa25a0dc60de849658ee59d900fcdf314984b27f4c07bdfb667f22001053
   - name: lightspeed-ocp-rag
-    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:3b73a841b0388f659f5a6f8f40a2b903e17ee4a7a57f074aa396b9e050cccc97
+    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:2994e8938525281d5444ca4e0fee846f42048bd687a20119747f0532b6623302
   - name: lightspeed-postgresql
     image: registry.redhat.io/rhel9/postgresql-16@sha256:42f385ac3c9b8913426da7c57e70bc6617cd237aaf697c667f6385a8c0b0118b
   - name: lightspeed-operator-bundle
diff --git a/lightspeed-catalog-4.17/bundle-v1.0.9.yaml b/lightspeed-catalog-4.17/bundle-v1.0.9.yaml
index c5f9273a6..fb75d670a 100644
--- a/lightspeed-catalog-4.17/bundle-v1.0.9.yaml
+++ b/lightspeed-catalog-4.17/bundle-v1.0.9.yaml
@@ -439,7 +439,7 @@ relatedImages:
     image: registry.redhat.io/openshift-lightspeed/lightspeed-to-dataverse-exporter-rhel9@sha256:a37ead216f2cc69813a81b9d51f52da14efd359f133d980e9d1b2ae9935dfdbd
     revision: 68622c76d8df8c2da2447d850f2a26c569d0d37f
   - name: lightspeed-ocp-rag
-    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:59c5a345758b336d871dac05454291504893bff96c3c9c2860b36b5ba9551743
+    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:2994e8938525281d5444ca4e0fee846f42048bd687a20119747f0532b6623302
     revision: 0e9ff9bed737d7afc4f39ca8e813d232a0e494bb
   - name: lightspeed-postgresql
     image: registry.redhat.io/rhel9/postgresql-16@sha256:42f385ac3c9b8913426da7c57e70bc6617cd237aaf697c667f6385a8c0b0118b
diff --git a/lightspeed-catalog-4.18/bundle-v1.0.8.yaml b/lightspeed-catalog-4.18/bundle-v1.0.8.yaml
index 47d70252f..ebcdd07da 100644
--- a/lightspeed-catalog-4.18/bundle-v1.0.8.yaml
+++ b/lightspeed-catalog-4.18/bundle-v1.0.8.yaml
@@ -437,7 +437,7 @@ relatedImages:
   - name: lightspeed-to-dataverse-exporter
     image: registry.redhat.io/openshift-lightspeed/lightspeed-to-dataverse-exporter-rhel9@sha256:d4f3fa25a0dc60de849658ee59d900fcdf314984b27f4c07bdfb667f22001053
   - name: lightspeed-ocp-rag
-    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:3b73a841b0388f659f5a6f8f40a2b903e17ee4a7a57f074aa396b9e050cccc97
+    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:2994e8938525281d5444ca4e0fee846f42048bd687a20119747f0532b6623302
   - name: lightspeed-postgresql
     image: registry.redhat.io/rhel9/postgresql-16@sha256:42f385ac3c9b8913426da7c57e70bc6617cd237aaf697c667f6385a8c0b0118b
   - name: lightspeed-operator-bundle
diff --git a/lightspeed-catalog-4.18/bundle-v1.0.9.yaml b/lightspeed-catalog-4.18/bundle-v1.0.9.yaml
index c5f9273a6..fb75d670a 100644
--- a/lightspeed-catalog-4.18/bundle-v1.0.9.yaml
+++ b/lightspeed-catalog-4.18/bundle-v1.0.9.yaml
@@ -439,7 +439,7 @@ relatedImages:
     image: registry.redhat.io/openshift-lightspeed/lightspeed-to-dataverse-exporter-rhel9@sha256:a37ead216f2cc69813a81b9d51f52da14efd359f133d980e9d1b2ae9935dfdbd
     revision: 68622c76d8df8c2da2447d850f2a26c569d0d37f
   - name: lightspeed-ocp-rag
-    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:59c5a345758b336d871dac05454291504893bff96c3c9c2860b36b5ba9551743
+    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:2994e8938525281d5444ca4e0fee846f42048bd687a20119747f0532b6623302
     revision: 0e9ff9bed737d7afc4f39ca8e813d232a0e494bb
   - name: lightspeed-postgresql
     image: registry.redhat.io/rhel9/postgresql-16@sha256:42f385ac3c9b8913426da7c57e70bc6617cd237aaf697c667f6385a8c0b0118b
diff --git a/lightspeed-catalog-4.19/bundle-v1.0.8.yaml b/lightspeed-catalog-4.19/bundle-v1.0.8.yaml
index 47d70252f..ebcdd07da 100644
--- a/lightspeed-catalog-4.19/bundle-v1.0.8.yaml
+++ b/lightspeed-catalog-4.19/bundle-v1.0.8.yaml
@@ -437,7 +437,7 @@ relatedImages:
   - name: lightspeed-to-dataverse-exporter
     image: registry.redhat.io/openshift-lightspeed/lightspeed-to-dataverse-exporter-rhel9@sha256:d4f3fa25a0dc60de849658ee59d900fcdf314984b27f4c07bdfb667f22001053
   - name: lightspeed-ocp-rag
-    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:3b73a841b0388f659f5a6f8f40a2b903e17ee4a7a57f074aa396b9e050cccc97
+    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:2994e8938525281d5444ca4e0fee846f42048bd687a20119747f0532b6623302
   - name: lightspeed-postgresql
     image: registry.redhat.io/rhel9/postgresql-16@sha256:42f385ac3c9b8913426da7c57e70bc6617cd237aaf697c667f6385a8c0b0118b
   - name: lightspeed-operator-bundle
diff --git a/lightspeed-catalog-4.19/bundle-v1.0.9.yaml b/lightspeed-catalog-4.19/bundle-v1.0.9.yaml
index c5f9273a6..fb75d670a 100644
--- a/lightspeed-catalog-4.19/bundle-v1.0.9.yaml
+++ b/lightspeed-catalog-4.19/bundle-v1.0.9.yaml
@@ -439,7 +439,7 @@ relatedImages:
     image: registry.redhat.io/openshift-lightspeed/lightspeed-to-dataverse-exporter-rhel9@sha256:a37ead216f2cc69813a81b9d51f52da14efd359f133d980e9d1b2ae9935dfdbd
     revision: 68622c76d8df8c2da2447d850f2a26c569d0d37f
   - name: lightspeed-ocp-rag
-    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:59c5a345758b336d871dac05454291504893bff96c3c9c2860b36b5ba9551743
+    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:2994e8938525281d5444ca4e0fee846f42048bd687a20119747f0532b6623302
     revision: 0e9ff9bed737d7afc4f39ca8e813d232a0e494bb
   - name: lightspeed-postgresql
     image: registry.redhat.io/rhel9/postgresql-16@sha256:42f385ac3c9b8913426da7c57e70bc6617cd237aaf697c667f6385a8c0b0118b
diff --git a/lightspeed-catalog-4.20/bundle-v1.0.8.yaml b/lightspeed-catalog-4.20/bundle-v1.0.8.yaml
index 47d70252f..ebcdd07da 100644
--- a/lightspeed-catalog-4.20/bundle-v1.0.8.yaml
+++ b/lightspeed-catalog-4.20/bundle-v1.0.8.yaml
@@ -437,7 +437,7 @@ relatedImages:
   - name: lightspeed-to-dataverse-exporter
     image: registry.redhat.io/openshift-lightspeed/lightspeed-to-dataverse-exporter-rhel9@sha256:d4f3fa25a0dc60de849658ee59d900fcdf314984b27f4c07bdfb667f22001053
   - name: lightspeed-ocp-rag
-    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:3b73a841b0388f659f5a6f8f40a2b903e17ee4a7a57f074aa396b9e050cccc97
+    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:2994e8938525281d5444ca4e0fee846f42048bd687a20119747f0532b6623302
   - name: lightspeed-postgresql
     image: registry.redhat.io/rhel9/postgresql-16@sha256:42f385ac3c9b8913426da7c57e70bc6617cd237aaf697c667f6385a8c0b0118b
   - name: lightspeed-operator-bundle
diff --git a/lightspeed-catalog-4.20/bundle-v1.0.9.yaml b/lightspeed-catalog-4.20/bundle-v1.0.9.yaml
index c5f9273a6..fb75d670a 100644
--- a/lightspeed-catalog-4.20/bundle-v1.0.9.yaml
+++ b/lightspeed-catalog-4.20/bundle-v1.0.9.yaml
@@ -439,7 +439,7 @@ relatedImages:
     image: registry.redhat.io/openshift-lightspeed/lightspeed-to-dataverse-exporter-rhel9@sha256:a37ead216f2cc69813a81b9d51f52da14efd359f133d980e9d1b2ae9935dfdbd
     revision: 68622c76d8df8c2da2447d850f2a26c569d0d37f
   - name: lightspeed-ocp-rag
-    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:59c5a345758b336d871dac05454291504893bff96c3c9c2860b36b5ba9551743
+    image: registry.redhat.io/openshift-lightspeed/lightspeed-ocp-rag-rhel9@sha256:2994e8938525281d5444ca4e0fee846f42048bd687a20119747f0532b6623302
     revision: 0e9ff9bed737d7afc4f39ca8e813d232a0e494bb
   - name: lightspeed-postgresql
     image: registry.redhat.io/rhel9/postgresql-16@sha256:42f385ac3c9b8913426da7c57e70bc6617cd237aaf697c667f6385a8c0b0118b