diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 7d97667e79e..b2a433e8200 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -70,7 +70,11 @@ absl::Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle,
   string model_bytes;
   model_bytes.resize(size);
   absl::string_view sv;
+
   TF_RETURN_IF_ERROR(file->Read(0, sv, absl::MakeSpan(&model_bytes[0], size)));
+#if FLATBUFFERS_LITTLEENDIAN == 0
+  tflite::FlatBufferModel::ByteSwapSerializedModel(&model_bytes, false);
+#endif
 
   std::unique_ptr<TfLiteSession> tflite_session;
   TF_RETURN_IF_ERROR(TfLiteSession::Create(
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
index 1b3140eb485..3d209c0b647 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
@@ -48,6 +48,9 @@ TEST(TfLiteInterpreterPool, CreateTfLiteInterpreterPoolTest) {
   TF_ASSERT_OK(ReadFileToString(Env::Default(),
                                 test_util::TestSrcDirPath(kParseExampleModel),
                                 &model_bytes));
+#if FLATBUFFERS_LITTLEENDIAN == 0
+  tflite::FlatBufferModel::ByteSwapSerializedModel(&model_bytes, false);
+#endif
   auto model = tflite::FlatBufferModel::BuildFromModel(
       flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
   int pool_size = 1;
@@ -103,6 +106,9 @@ TEST(TfLiteInterpreterWrapper, TfLiteInterpreterWrapperTest) {
   TF_ASSERT_OK(ReadFileToString(Env::Default(),
                                 test_util::TestSrcDirPath(kParseExampleModel),
                                 &model_bytes));
+#if FLATBUFFERS_LITTLEENDIAN == 0
+  tflite::FlatBufferModel::ByteSwapSerializedModel(&model_bytes, false);
+#endif
   auto model = tflite::FlatBufferModel::BuildFromModel(
       flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
   tflite::ops::builtin::BuiltinOpResolver resolver;
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_main.cc b/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
index d219108bcff..8f374be9c2b 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
@@ -37,6 +37,9 @@ int main(int argc, char** argv) {
   std::string model_bytes;
   auto status =
       ReadFileToString(tensorflow::Env::Default(), filename, &model_bytes);
+#if FLATBUFFERS_LITTLEENDIAN == 0
+  tflite::FlatBufferModel::ByteSwapSerializedModel(&model_bytes, false);
+#endif
   if (!status.ok()) {
     std::cerr << "ERROR: Failed to read model file: " << filename
               << " with error: " << status << std::endl;
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index dd797eec58e..27ecaa7361c 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -88,6 +88,9 @@ TEST(TfLiteSession, BasicTest) {
   TF_ASSERT_OK(ReadFileToString(tensorflow::Env::Default(),
                                 test_util::TestSrcDirPath(kTestModel),
                                 &model_bytes));
+#if FLATBUFFERS_LITTLEENDIAN == 0
+  tflite::FlatBufferModel::ByteSwapSerializedModel(&model_bytes, false);
+#endif
 
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
@@ -146,6 +149,9 @@ TEST(TfLiteSession, ResizeWithSameNumElementsTest) {
   TF_ASSERT_OK(ReadFileToString(tensorflow::Env::Default(),
                                 test_util::TestSrcDirPath(kTestModel),
                                 &model_bytes));
+#if FLATBUFFERS_LITTLEENDIAN == 0
+  tflite::FlatBufferModel::ByteSwapSerializedModel(&model_bytes, false);
+#endif
 
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
@@ -199,6 +205,9 @@ TEST(TfLiteSession, ModelFromLegacyConverterWithSigdef) {
   TF_ASSERT_OK(ReadFileToString(tensorflow::Env::Default(),
                                 test_util::TestSrcDirPath(kTestModelWithSigdef),
                                 &model_bytes));
+#if FLATBUFFERS_LITTLEENDIAN == 0
+  tflite::FlatBufferModel::ByteSwapSerializedModel(&model_bytes, false);
+#endif
 
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
@@ -647,6 +656,9 @@ absl::Status BuildSessionInBatch(std::unique_ptr<TfLiteSession>* sess,
   std::string model_bytes;
   TF_RETURN_IF_ERROR(ReadFileToString(
       Env::Default(), test_util::TestSrcDirPath(model_path), &model_bytes));
+#if FLATBUFFERS_LITTLEENDIAN == 0
+  tflite::FlatBufferModel::ByteSwapSerializedModel(&model_bytes, false);
+#endif
   auto model = tflite::FlatBufferModel::BuildFromModel(
       flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
   const int model_batch_size = 5;
@@ -784,6 +796,9 @@ TEST(TfLiteSession, TestSetScheduler) {
   TF_ASSERT_OK(ReadFileToString(Env::Default(),
                                 test_util::TestSrcDirPath(kParseExampleModel),
                                 &model_bytes));
+#if FLATBUFFERS_LITTLEENDIAN == 0
+  tflite::FlatBufferModel::ByteSwapSerializedModel(&model_bytes, false);
+#endif
   auto model = tflite::FlatBufferModel::BuildFromModel(
       flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
   auto model_signature_def_map = GetTestSignatureDefMap();