diff --git a/docs/mlx-setup.md b/docs/mlx-setup.md
index 4dcbdc42..0631ad9a 100644
--- a/docs/mlx-setup.md
+++ b/docs/mlx-setup.md
@@ -3,8 +3,8 @@
 ## Prerequisites
 * An existing Kubernetes cluster. Version 1.17+
 * The minimum recommended capacity requirement for MLX is 8 vCPUs and 16GB RAM
-* If you are using IBM Cloud, follow the appropriate instructions for standing up your Kubernetes cluster using [IBM Cloud Public](https://cloud.ibm.com/docs/containers?topic=containers-cs_cluster_tutorial#cs_cluster_tutorial)
-* If you are using OpenShift on IBM Cloud, please follow the instructions for standing up your [IBM Cloud Red Hat OpenShift cluster](https://cloud.ibm.com/docs/containers?topic=containers-openshift_tutorial)
+* If you are using IBM Cloud, follow the appropriate instructions for standing up your Kubernetes cluster using the [IBM Cloud Kubernetes Service](https://cloud.ibm.com/docs/containers?topic=containers-cs_cluster_tutorial#cs_cluster_tutorial)
+* If you are using OpenShift on IBM Cloud, please follow the instructions for standing up your [IBM Cloud Red Hat OpenShift](https://cloud.ibm.com/docs/openshift?topic=openshift-openshift_tutorial)
 * [`kustomize v3.2.0`](https://github.com/kubernetes-sigs/kustomize/releases/tag/v3.2.0) is installed
    * Kustomize v3.2.0 quick install:
    ```