diff --git a/generative_ai/evaluation/example_syntax.py b/generative_ai/evaluation/example_syntax.py
new file mode 100644
index 0000000000..72855e6cbe
--- /dev/null
+++ b/generative_ai/evaluation/example_syntax.py
@@ -0,0 +1,75 @@
+# Copyright 2024 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import os
+
+from google.auth.transport import Response
+
+PROJECT_ID = os.getenv("GOOGLE_CLOUD_PROJECT")
+LOCATION = "us-central1"
+
+
+def send_evaluation_request_gapic() -> Response:
+    # [START generativeaionvertexai_evaluation_example_syntax]
+    import json
+
+    from google import auth
+    from google.auth.transport import requests as google_auth_requests
+
+    # TODO(developer): Update & uncomment the lines below
+    # PROJECT_ID = "your-project-id"
+    # LOCATION = "us-central1"
+
+    creds, _ = auth.default(
+        scopes=['https://www.googleapis.com/auth/cloud-platform'],
+    )
+
+    # Check the API reference for details:
+    # https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/evaluation#bleuinput
+    data = {
+        "bleu_input": {
+            "metric_spec": {
+                "use_effective_order": False,
+            },
+            "instances": [
+                {
+                    "prediction": "The quick brown fox jumps over the lazy dog",
+                    "reference": "A fast brown fox leaps across the sleeping dog",
+                }
+            ]
+        }
+    }
+
+    uri = f"https://{LOCATION}-aiplatform.googleapis.com/v1beta1/projects/{PROJECT_ID}/locations/{LOCATION}:evaluateInstances"
+    response = google_auth_requests.AuthorizedSession(creds).post(uri, json=data)
+
+    # print(response.json())
+    print(json.dumps(response.json(), indent=2))
+    # Example response:
+    #   {
+    #       "bleuResults": {
+    #           "bleuMetricValues": [
+    #           {
+    #               "score": 0.113395825
+    #           }
+    #           ]
+    #       }
+    #   }
+
+    # [END generativeaionvertexai_evaluation_example_syntax]
+    return response
+
+
+if __name__ == "__main__":
+    send_evaluation_request_gapic()
diff --git a/generative_ai/evaluation/test_evaluation.py b/generative_ai/evaluation/test_evaluation.py
index 8263eb9770..6f18f691b8 100644
--- a/generative_ai/evaluation/test_evaluation.py
+++ b/generative_ai/evaluation/test_evaluation.py
@@ -12,6 +12,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+import example_syntax
 import get_rouge_score
 import pairwise_summarization_quality
 
@@ -24,3 +25,8 @@ def test_create_evaluation_task() -> None:
 def test_pairwise_evaluation_summarization_quality() -> None:
     response = pairwise_summarization_quality.evaluate_output()
     assert response
+
+
+def test_example_syntax() -> None:
+    response = example_syntax.send_evaluation_request_gapic()
+    assert response