diff --git a/batch-inference.yaml b/batch-inference.yaml
index 605033f..c3bae88 100644
--- a/batch-inference.yaml
+++ b/batch-inference.yaml
@@ -9,7 +9,7 @@ metadata:
   namespace: ai-ml
   labels:
     app.kubernetes.io/name: batch-inference
-    app.kubernetes.io/part-of: llm-workflows
+    app.kubernetes.io/part-of: ai-ml-pipelines
 spec:
   entrypoint: batch-inference
   serviceAccountName: argo-workflow
diff --git a/coqui-voice-training.yaml b/coqui-voice-training.yaml
index 02c85c3..eab1036 100644
--- a/coqui-voice-training.yaml
+++ b/coqui-voice-training.yaml
@@ -9,7 +9,7 @@ metadata:
   namespace: ai-ml
   labels:
     app.kubernetes.io/name: coqui-voice-training
-    app.kubernetes.io/part-of: llm-workflows
+    app.kubernetes.io/part-of: ai-ml-pipelines
 spec:
   entrypoint: train-voice
   serviceAccountName: argo-workflow
diff --git a/document-ingestion.yaml b/document-ingestion.yaml
index bbda395..1450647 100644
--- a/document-ingestion.yaml
+++ b/document-ingestion.yaml
@@ -9,7 +9,7 @@ metadata:
   namespace: ai-ml
   labels:
     app.kubernetes.io/name: document-ingestion
-    app.kubernetes.io/part-of: llm-workflows
+    app.kubernetes.io/part-of: ai-ml-pipelines
 spec:
   entrypoint: ingest-documents
   serviceAccountName: argo-workflow
diff --git a/eventsource-kfp.yaml b/eventsource-kfp.yaml
index f02fe26..3d6d9bb 100644
--- a/eventsource-kfp.yaml
+++ b/eventsource-kfp.yaml
@@ -8,7 +8,7 @@ metadata:
   namespace: ai-ml
   labels:
     app.kubernetes.io/name: kfp-events
-    app.kubernetes.io/part-of: llm-workflows
+    app.kubernetes.io/part-of: ai-ml-pipelines
 spec:
   service:
     ports:
@@ -48,7 +48,7 @@ metadata:
   namespace: ai-ml
   labels:
     app.kubernetes.io/name: kfp-completion-sensor
-    app.kubernetes.io/part-of: llm-workflows
+    app.kubernetes.io/part-of: ai-ml-pipelines
 spec:
   dependencies:
     - name: kfp-success
@@ -161,7 +161,7 @@ metadata:
   namespace: ai-ml
   labels:
     app.kubernetes.io/name: nats-argo-sensor
-    app.kubernetes.io/part-of: llm-workflows
+    app.kubernetes.io/part-of: ai-ml-pipelines
 spec:
   dependencies:
     - name: argo-trigger
@@ -204,7 +204,7 @@ metadata:
   namespace: ai-ml
   labels:
     app.kubernetes.io/name: nats-kfp-sensor
-    app.kubernetes.io/part-of: llm-workflows
+    app.kubernetes.io/part-of: ai-ml-pipelines
 spec:
   dependencies:
     - name: kfp-trigger
@@ -260,7 +260,7 @@ metadata:
   namespace: ai-ml
   labels:
     app.kubernetes.io/name: kfp-events
-    app.kubernetes.io/part-of: llm-workflows
+    app.kubernetes.io/part-of: ai-ml-pipelines
 spec:
   selector:
     eventsource-name: kfp-events
diff --git a/hybrid-ml-training.yaml b/hybrid-ml-training.yaml
index 619c5df..84ed442 100644
--- a/hybrid-ml-training.yaml
+++ b/hybrid-ml-training.yaml
@@ -9,7 +9,7 @@ metadata:
   namespace: ai-ml
   labels:
     app.kubernetes.io/name: hybrid-ml-training
-    app.kubernetes.io/part-of: llm-workflows
+    app.kubernetes.io/part-of: ai-ml-pipelines
   annotations:
     description: |
       Demonstrates hybrid Argo+KFP workflow:
diff --git a/kfp-integration.yaml b/kfp-integration.yaml
index d27b5f1..a800ee2 100644
--- a/kfp-integration.yaml
+++ b/kfp-integration.yaml
@@ -8,7 +8,7 @@ metadata:
   namespace: ai-ml
   labels:
     app.kubernetes.io/name: kfp-trigger
-    app.kubernetes.io/part-of: llm-workflows
+    app.kubernetes.io/part-of: ai-ml-pipelines
 spec:
   entrypoint: trigger-kfp-pipeline
   serviceAccountName: argo-workflow
@@ -159,7 +159,7 @@ metadata:
   namespace: ai-ml
   labels:
     app.kubernetes.io/name: kfp-component-runner
-    app.kubernetes.io/part-of: llm-workflows
+    app.kubernetes.io/part-of: ai-ml-pipelines
 spec:
   entrypoint: run-component
   serviceAccountName: argo-workflow
diff --git a/qlora-training.yaml b/qlora-training.yaml
index 07b29e9..69bd1d2 100644
--- a/qlora-training.yaml
+++ b/qlora-training.yaml
@@ -9,7 +9,7 @@ metadata:
   namespace: ai-ml
   labels:
     app.kubernetes.io/name: qlora-training
-    app.kubernetes.io/part-of: llm-workflows
+    app.kubernetes.io/part-of: ai-ml-pipelines
 spec:
   entrypoint: train-qlora
   serviceAccountName: argo-workflow