diff --git a/ai-ml/nvidia-triton-server/addons.tf b/ai-ml/nvidia-triton-server/addons.tf
index dd2b5167c..e76e7206b 100644
--- a/ai-ml/nvidia-triton-server/addons.tf
+++ b/ai-ml/nvidia-triton-server/addons.tf
@@ -138,6 +138,7 @@ module "eks_blueprints_addons" {
       })
     ]
     chart_version = "48.1.1"
+    namespace     = "monitoring"
     set_sensitive = [
       {
         name  = "grafana.adminPassword"
diff --git a/ai-ml/nvidia-triton-server/helm-values/prometheus-adapter.yaml b/ai-ml/nvidia-triton-server/helm-values/prometheus-adapter.yaml
index b3f88b348..73f61ab93 100644
--- a/ai-ml/nvidia-triton-server/helm-values/prometheus-adapter.yaml
+++ b/ai-ml/nvidia-triton-server/helm-values/prometheus-adapter.yaml
@@ -12,3 +12,14 @@ rules:
       matches: "num_requests_running"
       as: ""
     metricsQuery: sum(<<.Series>>{<<.LabelMatchers>>}) by (<<.GroupBy>>)
+  - seriesQuery: 'nv_inference_queue_duration_us{namespace!="", pod!=""}'
+    resources:
+      overrides:
+        namespace:
+          resource: "namespace"
+        pod:
+          resource: "pod"
+    name:
+      matches: "nv_inference_queue_duration_us"
+      as: "nv_inference_queue_duration_ms"
+    metricsQuery: 'avg(rate(nv_inference_queue_duration_us{<<.LabelMatchers>>}[1m])/1000) by (<<.GroupBy>>)'
diff --git a/ai-ml/nvidia-triton-server/nvidia-triton-server.tf b/ai-ml/nvidia-triton-server/nvidia-triton-server.tf
index e99c3bf39..e2a76eccf 100644
--- a/ai-ml/nvidia-triton-server/nvidia-triton-server.tf
+++ b/ai-ml/nvidia-triton-server/nvidia-triton-server.tf
@@ -61,7 +61,17 @@ module "triton_server_vllm" {
       nodeSelector:
         NodeGroupType: g5-gpu-karpenter
         type: karpenter
-
+      hpa:
+        minReplicas: 1
+        maxReplicas: 5
+        metrics:
+          - type: Pods
+            pods:
+              metric:
+                name: nv_inference_queue_duration_ms
+              target:
+                type: AverageValue
+                averageValue: 10
       tolerations:
         - key: "nvidia.com/gpu"
           operator: "Exists"