diff --git a/tests/test_integration.py b/tests/test_integration.py
new file mode 100644
index 0000000..4df4a24
--- /dev/null
+++ b/tests/test_integration.py
@@ -0,0 +1,18 @@
+import unittest
+import requests
+import json
+
+class TestIntegration(unittest.TestCase):
+    def test_prediction_endpoint(self):
+        """Test the Flask prediction endpoint for a valid response"""
+        url = "http://localhost:5000/predict"
+        headers = {"Content-Type": "application/json"}
+        data = {
+            "image": [0.5] * 32 * 32 * 3  # Flattened 32x32x3 image for CIFAR-10
+        }
+        response = requests.post(url, headers=headers, data=json.dumps(data))
+        self.assertEqual(response.status_code, 200)
+        self.assertIn("prediction", response.json())
+
+if __name__ == "__main__":
+    unittest.main()