diff --git a/device.mk b/device.mk
index fd7e77b..6a89267 100644
--- a/device.mk
+++ b/device.mk
@@ -966,13 +966,21 @@ PRODUCT_PACKAGES += modem_svc_sit
 # modem_ml_svc_sit daemon
 PRODUCT_PACKAGES += modem_ml_svc_sit
 
+# Modem ML TFLite service.
+PRODUCT_PACKAGES += modemml-tflite-service \
+	libtensorflowlite_jni
+
+PRODUCT_SYSTEM_SERVER_JARS += modemml-tflite-service
+
 # modem ML models configs
 ifneq (,$(filter userdebug eng, $(TARGET_BUILD_VARIANT)))
 PRODUCT_COPY_FILES += \
-	device/google/zumapro/modem_ml/modem_ml_models_userdebug.conf:$(TARGET_COPY_OUT_VENDOR)/etc/modem_ml_models.conf
+	device/google/zumapro/modem_ml/modem_ml_nnapi_models_userdebug.conf:$(TARGET_COPY_OUT_VENDOR)/etc/modem_ml_models.conf \
+	device/google/zumapro/modem_ml/modem_ml_tflite_models_userdebug.conf:$(TARGET_COPY_OUT_VENDOR)/etc/modem_ml_tflite_models.conf
 else
 PRODUCT_COPY_FILES += \
-	device/google/zumapro/modem_ml/modem_ml_models_user.conf:$(TARGET_COPY_OUT_VENDOR)/etc/modem_ml_models.conf
+	device/google/zumapro/modem_ml/modem_ml_nnapi_models_user.conf:$(TARGET_COPY_OUT_VENDOR)/etc/modem_ml_models.conf \
+	device/google/zumapro/modem_ml/modem_ml_tflite_models_user.conf:$(TARGET_COPY_OUT_VENDOR)/etc/modem_ml_tflite_models.conf
 endif
 
 # modem logging binary/configs
diff --git a/modem_ml/modem_ml_models_user.conf b/modem_ml/modem_ml_nnapi_models_user.conf
similarity index 100%
rename from modem_ml/modem_ml_models_user.conf
rename to modem_ml/modem_ml_nnapi_models_user.conf
diff --git a/modem_ml/modem_ml_models_userdebug.conf b/modem_ml/modem_ml_nnapi_models_userdebug.conf
similarity index 100%
rename from modem_ml/modem_ml_models_userdebug.conf
rename to modem_ml/modem_ml_nnapi_models_userdebug.conf
diff --git a/modem_ml/modem_ml_tflite_models_user.conf b/modem_ml/modem_ml_tflite_models_user.conf
new file mode 100644
index 0000000..9122b5e
--- /dev/null
+++ b/modem_ml/modem_ml_tflite_models_user.conf
@@ -0,0 +1 @@
+#name,version,ml_type,compute_enable,compute_timer,train_enable,train_timer,monitor_enable_monitor_timer,use_nnapi,execution_preference,accelerator_name,allow_fp16_precision
diff --git a/modem_ml/modem_ml_tflite_models_userdebug.conf b/modem_ml/modem_ml_tflite_models_userdebug.conf
new file mode 100644
index 0000000..9122b5e
--- /dev/null
+++ b/modem_ml/modem_ml_tflite_models_userdebug.conf
@@ -0,0 +1 @@
+#name,version,ml_type,compute_enable,compute_timer,train_enable,train_timer,monitor_enable_monitor_timer,use_nnapi,execution_preference,accelerator_name,allow_fp16_precision
diff --git a/overlay/frameworks/base/core/res/res/values/config.xml b/overlay/frameworks/base/core/res/res/values/config.xml
index ffbbf72..81e4b11 100644
--- a/overlay/frameworks/base/core/res/res/values/config.xml
+++ b/overlay/frameworks/base/core/res/res/values/config.xml
@@ -300,6 +300,12 @@
         <item>com.bilibili.app.in:0.07</item>
         <item>com.twitter.android:0.07</item>
         <item>com.google.android.youtube:0.07</item>
+     </string-array>
+
+    <!-- Class names of device-specific services inheriting com.android.server.SystemService. The
+         classes are instantiated in the order of the array. -->
+    <string-array translatable="false" name="config_deviceSpecificSystemServices">
+        <item>com.android.server.modemml.TFLiteService</item>
     </string-array>
 
     <!-- Pre-scale volume at volume step 1 for Absolute Volume -->