diff --git a/homeassistant/components/tts/__init__.py b/homeassistant/components/tts/__init__.py
index c1a827c27bb..2bbf9459059 100644
--- a/homeassistant/components/tts/__init__.py
+++ b/homeassistant/components/tts/__init__.py
@@ -3,6 +3,7 @@ from __future__ import annotations
 
 import asyncio
 from collections.abc import Mapping
+from datetime import datetime
 import functools as ft
 import hashlib
 from http import HTTPStatus
@@ -36,10 +37,11 @@ from homeassistant.const import (
     CONF_PLATFORM,
     PLATFORM_FORMAT,
 )
-from homeassistant.core import HomeAssistant, ServiceCall, callback
+from homeassistant.core import HassJob, HomeAssistant, ServiceCall, callback
 from homeassistant.exceptions import HomeAssistantError
 from homeassistant.helpers import config_per_platform, discovery
 import homeassistant.helpers.config_validation as cv
+from homeassistant.helpers.event import async_call_later
 from homeassistant.helpers.network import get_url
 from homeassistant.helpers.service import async_set_service_schema
 from homeassistant.helpers.typing import ConfigType, DiscoveryInfoType
@@ -645,11 +647,19 @@ class SpeechManager:
         }
 
         @callback
-        def async_remove_from_mem() -> None:
+        def async_remove_from_mem(_: datetime) -> None:
             """Cleanup memcache."""
             self.mem_cache.pop(cache_key, None)
 
-        self.hass.loop.call_later(self.time_memory, async_remove_from_mem)
+        async_call_later(
+            self.hass,
+            self.time_memory,
+            HassJob(
+                async_remove_from_mem,
+                name="tts remove_from_mem",
+                cancel_on_shutdown=True,
+            ),
+        )
 
     async def async_read_tts(self, filename: str) -> tuple[str | None, bytes]:
         """Read a voice file and return binary.