diff --git a/automate.py b/automate.py
new file mode 100644
index 0000000..20de5a7
--- /dev/null
+++ b/automate.py
@@ -0,0 +1,34 @@
+import requests
+import json
+
+# Load question examples from JSON file
+with open('/content/questions_example.json', 'r', encoding='utf-8') as file:
+    questions = json.load(file)['questions']  # Access the list of questions directly
+
+# Initialize the output list
+output_data = []
+
+# URL for the API endpoint
+url = "http://127.0.0.1:5002/api/chat"
+
+# Iterate through each question example
+for question in questions:
+    print("讀取到的 JSON:", question)  # Print each loaded JSON object
+    
+    # Send POST request to the API
+    response = requests.post(url, json=question)
+    
+    # Check if the request was successful
+    if response.status_code == 200:
+        response_json = response.json()
+        output_data.append(response_json)
+        print("成功取得 JSON:", response_json)
+    else:
+        print("請求失敗，狀態碼:", response.status_code)
+
+# Save the combined output to a JSON file
+with open('pred_retrieve.json', 'w', encoding='utf-8') as output_file:
+    json.dump(output_data, output_file, ensure_ascii=False, indent=4)
+
+print("合併輸出已保存到 pred_retrieve.json 文件中。")
+