diff --git a/tests/test_utils.py b/tests/test_utils.py
index d3841d8..e91d545 100644
--- a/tests/test_utils.py
+++ b/tests/test_utils.py
@@ -2,7 +2,9 @@
 
 import asyncio
 import logging
-from unittest.mock import AsyncMock
+from unittest.mock import AsyncMock, patch
+
+import pytest
 
 from zigpy_deconz import utils
 
@@ -22,3 +24,31 @@ async def test_restart_forever(caplog):
     assert caplog.text.count("failed, restarting...") >= 2
     assert caplog.text.count("RuntimeError") == 2
     assert len(mock.mock_calls) >= 4
+
+
+@pytest.mark.parametrize(
+    ("device_path", "realpath_result", "expected_is_usb"),
+    [
+        # Platform serial ports (Raspbee)
+        ("/dev/conbee", "/dev/ttyS0", False),
+        ("/dev/raspbee", "/dev/ttyAMA0", False),
+        ("/dev/ttyS0", "/dev/ttyS0", False),
+        ("/dev/ttyAMA0", "/dev/ttyAMA0", False),
+        ("/dev/ttyS1", "/dev/ttyS1", False),
+        ("/dev/ttyAMA1", "/dev/ttyAMA1", False),
+        # USB serial ports (Conbee)
+        ("/dev/conbee", "/dev/ttyUSB0", True),
+        ("/dev/ttyUSB0", "/dev/ttyUSB0", True),
+        ("/dev/ttyACM0", "/dev/ttyACM0", True),
+        ("/dev/ttyUSB1", "/dev/ttyUSB1", True),
+        ("/dev/ttyACM1", "/dev/ttyACM1", True),
+        # Symlink to USB serial (Conbee)
+        ("/dev/serial/by-id/usb-conbee", "/dev/ttyUSB0", True),
+    ],
+)
+def test_is_usb_serial_port(device_path, realpath_result, expected_is_usb):
+    """Test is_usb_serial_port with various device paths and realpath results."""
+    with patch("zigpy_deconz.utils.os.path.realpath", return_value=realpath_result):
+        result = utils.is_usb_serial_port(device_path)
+
+    assert result == expected_is_usb
diff --git a/zigpy_deconz/utils.py b/zigpy_deconz/utils.py
index fa3ab2e..9aa7330 100644
--- a/zigpy_deconz/utils.py
+++ b/zigpy_deconz/utils.py
@@ -5,6 +5,8 @@
 import asyncio
 import functools
 import logging
+import os.path
+import re
 
 LOGGER = logging.getLogger(__name__)
 
@@ -23,3 +25,15 @@ async def replacement(*args, **kwargs):
             await asyncio.sleep(restart_delay)
 
     return replacement
+
+
+def is_usb_serial_port(device_path: str) -> bool:
+    """Check if a device path is a USB serial port."""
+    resolved_device = os.path.realpath(device_path)
+
+    # Platform serial ports (Raspbee)
+    if re.match(r"/dev/tty(S|AMA)\d+", resolved_device):
+        return False
+
+    # Everything else is assumed to be USB serial
+    return True
diff --git a/zigpy_deconz/zigbee/application.py b/zigpy_deconz/zigbee/application.py
index f67339f..652200f 100644
--- a/zigpy_deconz/zigbee/application.py
+++ b/zigpy_deconz/zigbee/application.py
@@ -5,7 +5,6 @@
 import asyncio
 import importlib.metadata
 import logging
-import re
 import sys
 from typing import Any
 
@@ -41,6 +40,7 @@
 )
 from zigpy_deconz.config import CONFIG_SCHEMA
 import zigpy_deconz.exception
+from zigpy_deconz.utils import is_usb_serial_port
 
 LIB_VERSION = importlib.metadata.version("zigpy-deconz")
 LOGGER = logging.getLogger(__name__)
@@ -343,13 +343,16 @@ async def load_network_info(self, *, load_devices=False):
 
         node_info.manufacturer = "dresden elektronik"
 
-        if re.match(
-            r"/dev/tty(S|AMA|ACM)\d+",
+        is_usb = await asyncio.get_running_loop().run_in_executor(
+            None,
+            is_usb_serial_port,
             self._config[zigpy.config.CONF_DEVICE][zigpy.config.CONF_DEVICE_PATH],
-        ):
-            node_info.model = "Raspbee"
-        else:
+        )
+
+        if is_usb:
             node_info.model = "Conbee"
+        else:
+            node_info.model = "Raspbee"
 
         node_info.model += {
             FirmwarePlatform.Conbee: "",