diff --git a/kubernetes/apps/finesse-guidance/finesse-guidance-backend-deployment.yml b/kubernetes/apps/finesse-guidance/finesse-guidance-backend-deployment.yml
new file mode 100644
index 00000000..ec53bc22
--- /dev/null
+++ b/kubernetes/apps/finesse-guidance/finesse-guidance-backend-deployment.yml
@@ -0,0 +1,79 @@
+---
+apiVersion: v1
+kind: ServiceAccount
+metadata:
+  name: secrets-reader
+  namespace: finesse-guidance
+
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: finesse-backend
+  namespace: finesse-guidance
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: finesse-backend
+  template:
+    metadata:
+      labels:
+        app: finesse-backend
+      annotations:
+        vault.hashicorp.com/agent-inject: 'true'
+        vault.hashicorp.com/role: 'secrets-reader'
+        vault.hashicorp.com/tls-skip-verify: 'true'
+        vault.hashicorp.com/agent-inject-template-.env: |
+          {{- with secret "apps/finesse-new" -}}
+          AZURE_OPENAI_CHATGPT_DEPLOYMENT="{{ .Data.data.AZURE_OPENAI_CHATGPT_DEPLOYMENT }}"
+          AZURE_OPENAI_GPT_DEPLOYMENT="{{ .Data.data.AZURE_OPENAI_GPT_DEPLOYMENT }}"
+          FINESSE_BACKEND_AZURE_SEARCH_API_KEY="{{ .Data.data.FINESSE_BACKEND_AZURE_SEARCH_API_KEY }}"
+          FINESSE_BACKEND_AZURE_SEARCH_ENDPOINT="{{ .Data.data.FINESSE_BACKEND_AZURE_SEARCH_ENDPOINT }}"
+          FINESSE_BACKEND_AZURE_SEARCH_INDEX_NAME="{{ .Data.data.FINESSE_BACKEND_AZURE_SEARCH_INDEX_NAME }}"
+          FINESSE_BACKEND_GITHUB_STATIC_FILE_URL="{{ .Data.data.FINESSE_BACKEND_GITHUB_STATIC_FILE_URL }}"
+          FINESSE_BACKEND_STATIC_FILE_URL="{{ .Data.data.FINESSE_BACKEND_STATIC_FILE_URL }}"
+          FINESSE_BACKEND_DEBUG_MODE="{{ .Data.data.FINESSE_BACKEND_DEBUG_MODE }}"
+          FINESSE_WEIGHTS="{{ .Data.data.FINESSE_WEIGHTS }}"
+          LOUIS_DSN="{{ .Data.data.LOUIS_DSN }}"
+          LOUIS_SCHEMA="{{ .Data.data.LOUIS_SCHEMA }}"
+          OPENAI_API_ENGINE="{{ .Data.data.OPENAI_API_ENGINE }}"
+          OPENAI_API_KEY="{{ .Data.data.OPENAI_API_KEY }}"
+          OPENAI_API_VERSION="{{ .Data.data.OPENAI_API_VERSION }}"
+          OPENAI_ENDPOINT="{{ .Data.data.OPENAI_ENDPOINT }}"
+          FINESSE_BACKEND_AZURE_SEARCH_PARAMS={{ .Data.data.FINESSE_BACKEND_AZURE_SEARCH_PARAMS }}
+          FINESSE_BACKEND_AZURE_SEARCH_TRANSFORM_MAP={{ .Data.data.FINESSE_BACKEND_AZURE_SEARCH_TRANSFORM_MAP }}
+          {{- end }}
+    spec:
+      serviceAccountName: secrets-reader
+      containers:
+        - name: finesse-backend
+          image: ghcr.io/ai-cfia/finesse-backend:main
+          imagePullPolicy: Always
+          command: ["/bin/sh", "-c"]
+          args:
+            - >
+              cp /vault/secrets/.env . &&
+              gunicorn --bind :8080 --workers 1 --threads 8 --timeout 0 --forwarded-allow-ips "*" app:app
+          ports:
+            - containerPort: 8080
+          livenessProbe:
+            httpGet:
+              path: /health
+              port: 8080
+            initialDelaySeconds: 60
+            periodSeconds: 10
+
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: finesse-backend-svc
+  namespace: finesse-guidance
+spec:
+  clusterIP: None
+  selector:
+    app: finesse-backend
+  ports:
+    - protocol: TCP
+      port: 8080
diff --git a/kubernetes/apps/finesse-guidance/finesse-guidance-frontend-deployment.yml b/kubernetes/apps/finesse-guidance/finesse-guidance-frontend-deployment.yml
new file mode 100644
index 00000000..f9b74b25
--- /dev/null
+++ b/kubernetes/apps/finesse-guidance/finesse-guidance-frontend-deployment.yml
@@ -0,0 +1,43 @@
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: finesse-frontend
+  namespace: finesse-guidance
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: finesse-frontend
+  template:
+    metadata:
+      labels:
+        app: finesse-frontend
+    spec:
+      serviceAccountName: secrets-reader
+      containers:
+        - name: finesse-frontend
+          image: ghcr.io/ai-cfia/finesse-frontend:main
+          imagePullPolicy: Always
+          ports:
+            - containerPort: 3000
+          livenessProbe:
+            httpGet:
+              path: /health
+              port: 3000
+            initialDelaySeconds: 60
+            periodSeconds: 10
+
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: finesse-frontend-svc
+  namespace: finesse-guidance
+spec:
+  clusterIP: None
+  selector:
+    app: finesse-frontend
+  ports:
+    - protocol: TCP
+      port: 3000
diff --git a/kubernetes/apps/finesse-guidance/finesse-guidance-ingress.yml b/kubernetes/apps/finesse-guidance/finesse-guidance-ingress.yml
new file mode 100644
index 00000000..7539a511
--- /dev/null
+++ b/kubernetes/apps/finesse-guidance/finesse-guidance-ingress.yml
@@ -0,0 +1,60 @@
+---
+apiVersion: networking.k8s.io/v1
+kind: Ingress
+metadata:
+  name: finesse-backend-ingress
+  namespace: finesse-guidance
+  annotations:
+    nginx.ingress.kubernetes.io/use-regex: "true"
+    nginx.ingress.kubernetes.io/rewrite-target: /$2 # https://kubernetes.github.io/ingress-nginx/examples/rewrite/
+    cert-manager.io/cluster-issuer: letsencrypt-http
+    ingress.kubernetes.io/force-ssl-redirect: "true"
+    kubernetes.io/tls-acme: "true"
+spec:
+  ingressClassName: nginx
+  tls:
+    - hosts:
+        - finesse-guidance.ninebasetwo.xyz
+      secretName: aciacfia-tls
+  rules:
+    - host: finesse-guidance.ninebasetwo.xyz
+      http:
+        paths:
+          - path: /api(/|$)(.*)
+            pathType: ImplementationSpecific
+            backend:
+              service:
+                name: finesse-backend-svc
+                port:
+                  number: 8080
+
+---
+# For more information check https://github.com/nginxinc/kubernetes-ingress/issues/323
+apiVersion: networking.k8s.io/v1
+kind: Ingress
+metadata:
+  name: finesse-frontend-ingress
+  namespace: finesse-guidance
+  annotations:
+    nginx.ingress.kubernetes.io/add-base-url: "true"
+    nginx.ingress.kubernetes.io/rewrite-target: /
+    cert-manager.io/cluster-issuer: letsencrypt-http
+    ingress.kubernetes.io/force-ssl-redirect: "true"
+    kubernetes.io/tls-acme: "true"
+spec:
+  ingressClassName: nginx
+  tls:
+    - hosts:
+        - finesse-guidance.ninebasetwo.xyz
+      secretName: aciacfia-tls
+  rules:
+    - host: finesse-guidance.ninebasetwo.xyz
+      http:
+        paths:
+          - path: /
+            pathType: Prefix
+            backend:
+              service:
+                name: finesse-frontend-svc
+                port:
+                  number: 3000
diff --git a/kubernetes/apps/finesse-guidance/finesse-guidance-namespace.yml b/kubernetes/apps/finesse-guidance/finesse-guidance-namespace.yml
new file mode 100644
index 00000000..d615ec82
--- /dev/null
+++ b/kubernetes/apps/finesse-guidance/finesse-guidance-namespace.yml
@@ -0,0 +1,7 @@
+---
+apiVersion: v1
+kind: Namespace
+metadata:
+  name: finesse-guidance
+  labels:
+    name: finesse-guidance
diff --git a/kubernetes/apps/finesse/finesse-backend-deployment.yml b/kubernetes/apps/finesse/finesse-backend-deployment.yml
index 157d7084..84feea3d 100644
--- a/kubernetes/apps/finesse/finesse-backend-deployment.yml
+++ b/kubernetes/apps/finesse/finesse-backend-deployment.yml
@@ -12,7 +12,7 @@ metadata:
   name: finesse-backend
   namespace: finesse
 spec:
-  replicas: 2
+  replicas: 1
   selector:
     matchLabels:
       app: finesse-backend
@@ -41,6 +41,8 @@ spec:
           OPENAI_API_KEY="{{ .Data.data.OPENAI_API_KEY }}"
           OPENAI_API_VERSION="{{ .Data.data.OPENAI_API_VERSION }}"
           OPENAI_ENDPOINT="{{ .Data.data.OPENAI_ENDPOINT }}"
+          FINESSE_BACKEND_AZURE_SEARCH_PARAMS={{ .Data.data.FINESSE_BACKEND_AZURE_SEARCH_PARAMS }}
+          FINESSE_BACKEND_AZURE_SEARCH_TRANSFORM_MAP={{ .Data.data.FINESSE_BACKEND_AZURE_SEARCH_TRANSFORM_MAP }}
           {{- end }}
     spec:
       serviceAccountName: secrets-reader
diff --git a/kubernetes/apps/finesse/finesse-frontend-deployment.yml b/kubernetes/apps/finesse/finesse-frontend-deployment.yml
index 7b9d3610..7a9500a7 100644
--- a/kubernetes/apps/finesse/finesse-frontend-deployment.yml
+++ b/kubernetes/apps/finesse/finesse-frontend-deployment.yml
@@ -5,7 +5,7 @@ metadata:
   name: finesse-frontend
   namespace: finesse
 spec:
-  replicas: 2
+  replicas: 1
   selector:
     matchLabels:
       app: finesse-frontend