diff --git a/google/cloud/aiplatform/constants.py b/google/cloud/aiplatform/constants.py
index a7d81084cd2..67d730b7b82 100644
--- a/google/cloud/aiplatform/constants.py
+++ b/google/cloud/aiplatform/constants.py
@@ -33,6 +33,7 @@
 }
 
 API_BASE_PATH = "aiplatform.googleapis.com"
+PREDICTION_API_BASE_PATH = API_BASE_PATH
 
 # Batch Prediction
 BATCH_PREDICTION_INPUT_STORAGE_FORMATS = (
diff --git a/google/cloud/aiplatform/initializer.py b/google/cloud/aiplatform/initializer.py
index 9f0ad719f9d..79873900118 100644
--- a/google/cloud/aiplatform/initializer.py
+++ b/google/cloud/aiplatform/initializer.py
@@ -194,7 +194,7 @@ def encryption_spec_key_name(self) -> Optional[str]:
         return self._encryption_spec_key_name
 
     def get_client_options(
-        self, location_override: Optional[str] = None
+        self, location_override: Optional[str] = None, prediction_client: bool = False
     ) -> client_options.ClientOptions:
         """Creates GAPIC client_options using location and type.
 
@@ -220,8 +220,14 @@ def get_client_options(
 
         utils.validate_region(region)
 
+        service_base_path = (
+            constants.PREDICTION_API_BASE_PATH
+            if prediction_client
+            else constants.API_BASE_PATH
+        )
+
         return client_options.ClientOptions(
-            api_endpoint=f"{region}-{constants.API_BASE_PATH}"
+            api_endpoint=f"{region}-{service_base_path}"
         )
 
     def common_location_path(
@@ -278,7 +284,8 @@ def create_client(
         kwargs = {
             "credentials": credentials or self.credentials,
             "client_options": self.get_client_options(
-                location_override=location_override
+                location_override=location_override,
+                prediction_client=prediction_client,
             ),
             "client_info": client_info,
         }