diff --git a/homeassistant/components/shelly/binary_sensor.py b/homeassistant/components/shelly/binary_sensor.py
index 7bec1ab1686..e1261411da3 100644
--- a/homeassistant/components/shelly/binary_sensor.py
+++ b/homeassistant/components/shelly/binary_sensor.py
@@ -73,6 +73,17 @@ class RpcBinarySensor(ShellyRpcAttributeEntity, BinarySensorEntity):
         return bool(self.attribute_value)
 
 
+class RpcPresenceBinarySensor(RpcBinarySensor):
+    """Represent a RPC binary sensor entity for presence component."""
+
+    @property
+    def available(self) -> bool:
+        """Available."""
+        available = super().available
+
+        return available and self.coordinator.device.config[self.key]["enable"]
+
+
 class RpcBluTrvBinarySensor(RpcBinarySensor):
     """Represent a RPC BluTrv binary sensor."""
 
@@ -283,6 +294,14 @@ RPC_SENSORS: Final = {
         name="Mute",
         entity_category=EntityCategory.DIAGNOSTIC,
     ),
+    "presence_num_objects": RpcBinarySensorDescription(
+        key="presence",
+        sub_key="num_objects",
+        value=lambda status, _: bool(status),
+        name="Occupancy",
+        device_class=BinarySensorDeviceClass.OCCUPANCY,
+        entity_class=RpcPresenceBinarySensor,
+    ),
 }
 
 
diff --git a/homeassistant/components/shelly/icons.json b/homeassistant/components/shelly/icons.json
index 6760400a1f7..832cf2b4c8f 100644
--- a/homeassistant/components/shelly/icons.json
+++ b/homeassistant/components/shelly/icons.json
@@ -20,6 +20,9 @@
       }
     },
     "sensor": {
+      "detected_objects": {
+        "default": "mdi:account-group"
+      },
       "gas_concentration": {
         "default": "mdi:gauge"
       },
diff --git a/homeassistant/components/shelly/sensor.py b/homeassistant/components/shelly/sensor.py
index 2a1478f1307..a357ebdbd44 100644
--- a/homeassistant/components/shelly/sensor.py
+++ b/homeassistant/components/shelly/sensor.py
@@ -124,6 +124,17 @@ class RpcSensor(ShellyRpcAttributeEntity, SensorEntity):
         return self.option_map[attribute_value]
 
 
+class RpcPresenceSensor(RpcSensor):
+    """Represent a RPC presence sensor."""
+
+    @property
+    def available(self) -> bool:
+        """Available."""
+        available = super().available
+
+        return available and self.coordinator.device.config[self.key]["enable"]
+
+
 class RpcEmeterPhaseSensor(RpcSensor):
     """Represent a RPC energy meter phase sensor."""
 
@@ -1428,6 +1439,14 @@ RPC_SENSORS: Final = {
         device_class=SensorDeviceClass.ENUM,
         options=["dark", "twilight", "bright"],
     ),
+    "presence_num_objects": RpcSensorDescription(
+        key="presence",
+        sub_key="num_objects",
+        translation_key="detected_objects",
+        name="Detected objects",
+        state_class=SensorStateClass.MEASUREMENT,
+        entity_class=RpcPresenceSensor,
+    ),
 }
 
 
diff --git a/homeassistant/components/shelly/strings.json b/homeassistant/components/shelly/strings.json
index 0c1d7051275..e8b789c5582 100644
--- a/homeassistant/components/shelly/strings.json
+++ b/homeassistant/components/shelly/strings.json
@@ -141,6 +141,9 @@
       }
     },
     "sensor": {
+      "detected_objects": {
+        "unit_of_measurement": "objects"
+      },
       "gas_detected": {
         "state": {
           "none": "None",
diff --git a/tests/components/shelly/test_binary_sensor.py b/tests/components/shelly/test_binary_sensor.py
index 061c22cf512..70e324b6c99 100644
--- a/tests/components/shelly/test_binary_sensor.py
+++ b/tests/components/shelly/test_binary_sensor.py
@@ -10,7 +10,7 @@ from syrupy.assertion import SnapshotAssertion
 
 from homeassistant.components.binary_sensor import DOMAIN as BINARY_SENSOR_DOMAIN
 from homeassistant.components.shelly.const import UPDATE_PERIOD_MULTIPLIER
-from homeassistant.const import STATE_OFF, STATE_ON, STATE_UNKNOWN
+from homeassistant.const import STATE_OFF, STATE_ON, STATE_UNAVAILABLE, STATE_UNKNOWN
 from homeassistant.core import HomeAssistant, State
 from homeassistant.helpers.device_registry import DeviceRegistry
 from homeassistant.helpers.entity_registry import EntityRegistry
@@ -527,3 +527,44 @@ async def test_rpc_flood_entities(
 
         entry = entity_registry.async_get(entity_id)
         assert entry == snapshot(name=f"{entity_id}-entry")
+
+
+async def test_rpc_presence_component(
+    hass: HomeAssistant,
+    mock_rpc_device: Mock,
+    monkeypatch: pytest.MonkeyPatch,
+    entity_registry: EntityRegistry,
+) -> None:
+    """Test RPC binary sensor entity for presence component."""
+    config = deepcopy(mock_rpc_device.config)
+    config["presence"] = {"enable": True}
+    monkeypatch.setattr(mock_rpc_device, "config", config)
+
+    status = deepcopy(mock_rpc_device.status)
+    status["presence"] = {"num_objects": 2}
+    monkeypatch.setattr(mock_rpc_device, "status", status)
+
+    mock_config_entry = await init_integration(hass, 4)
+
+    entity_id = f"{BINARY_SENSOR_DOMAIN}.test_name_occupancy"
+
+    assert (state := hass.states.get(entity_id))
+    assert state.state == STATE_ON
+
+    assert (entry := entity_registry.async_get(entity_id))
+    assert entry.unique_id == "123456789ABC-presence-presence_num_objects"
+
+    mutate_rpc_device_status(monkeypatch, mock_rpc_device, "presence", "num_objects", 0)
+    mock_rpc_device.mock_update()
+
+    assert (state := hass.states.get(entity_id))
+    assert state.state == STATE_OFF
+
+    config = deepcopy(mock_rpc_device.config)
+    config["presence"] = {"enable": False}
+    monkeypatch.setattr(mock_rpc_device, "config", config)
+    await hass.config_entries.async_reload(mock_config_entry.entry_id)
+    mock_rpc_device.mock_update()
+
+    assert (state := hass.states.get(entity_id))
+    assert state.state == STATE_UNAVAILABLE
diff --git a/tests/components/shelly/test_sensor.py b/tests/components/shelly/test_sensor.py
index f2d86849854..6ab342b2cf8 100644
--- a/tests/components/shelly/test_sensor.py
+++ b/tests/components/shelly/test_sensor.py
@@ -1630,3 +1630,44 @@ async def test_block_friendly_name_sleeping_sensor(
 
     assert (state := hass.states.get(entity.entity_id))
     assert state.attributes[ATTR_FRIENDLY_NAME] == "Test name Temperature"
+
+
+async def test_rpc_presence_component(
+    hass: HomeAssistant,
+    mock_rpc_device: Mock,
+    monkeypatch: pytest.MonkeyPatch,
+    entity_registry: EntityRegistry,
+) -> None:
+    """Test RPC sensor entity for presence component."""
+    config = deepcopy(mock_rpc_device.config)
+    config["presence"] = {"enable": True}
+    monkeypatch.setattr(mock_rpc_device, "config", config)
+
+    status = deepcopy(mock_rpc_device.status)
+    status["presence"] = {"num_objects": 2}
+    monkeypatch.setattr(mock_rpc_device, "status", status)
+
+    mock_config_entry = await init_integration(hass, 4)
+
+    entity_id = f"{SENSOR_DOMAIN}.test_name_detected_objects"
+
+    assert (state := hass.states.get(entity_id))
+    assert state.state == "2"
+
+    assert (entry := entity_registry.async_get(entity_id))
+    assert entry.unique_id == "123456789ABC-presence-presence_num_objects"
+
+    mutate_rpc_device_status(monkeypatch, mock_rpc_device, "presence", "num_objects", 0)
+    mock_rpc_device.mock_update()
+
+    assert (state := hass.states.get(entity_id))
+    assert state.state == "0"
+
+    config = deepcopy(mock_rpc_device.config)
+    config["presence"] = {"enable": False}
+    monkeypatch.setattr(mock_rpc_device, "config", config)
+    await hass.config_entries.async_reload(mock_config_entry.entry_id)
+    mock_rpc_device.mock_update()
+
+    assert (state := hass.states.get(entity_id))
+    assert state.state == STATE_UNAVAILABLE