diff --git a/homeassistant/components/bmw_connected_drive/sensor.py b/homeassistant/components/bmw_connected_drive/sensor.py
index 1ef7e33497c..f21c1b851ca 100644
--- a/homeassistant/components/bmw_connected_drive/sensor.py
+++ b/homeassistant/components/bmw_connected_drive/sensor.py
@@ -19,7 +19,6 @@ from homeassistant.const import (
     LENGTH_KILOMETERS,
     LENGTH_MILES,
     PERCENTAGE,
-    TIME_HOURS,
     VOLUME_GALLONS,
     VOLUME_LITERS,
 )
@@ -49,11 +48,18 @@ class BMWSensorEntityDescription(SensorEntityDescription):
 
 SENSOR_TYPES: dict[str, BMWSensorEntityDescription] = {
     # --- Generic ---
-    "charging_time_remaining": BMWSensorEntityDescription(
-        key="charging_time_remaining",
-        icon="mdi:update",
-        unit_metric=TIME_HOURS,
-        unit_imperial=TIME_HOURS,
+    "charging_start_time": BMWSensorEntityDescription(
+        key="charging_start_time",
+        device_class=SensorDeviceClass.TIMESTAMP,
+        entity_registry_enabled_default=False,
+    ),
+    "charging_end_time": BMWSensorEntityDescription(
+        key="charging_end_time",
+        device_class=SensorDeviceClass.TIMESTAMP,
+    ),
+    "charging_time_label": BMWSensorEntityDescription(
+        key="charging_time_label",
+        entity_registry_enabled_default=False,
     ),
     "charging_status": BMWSensorEntityDescription(
         key="charging_status",