diff --git a/export/orbax/export/obm_configs.py b/export/orbax/export/obm_configs.py
index 67c6a6a43..9fae75057 100644
--- a/export/orbax/export/obm_configs.py
+++ b/export/orbax/export/obm_configs.py
@@ -69,7 +69,6 @@ class MixedPriorityBatchingPolicy(enum.Enum):
   PRIORITY_MERGE = "priority_merge"
 
 
-
 # LINT.ThenChange(//depot//orbax/export/obm_export.py)
 
 
@@ -279,3 +278,15 @@ def __post_init__(self):
           self.low_priority_batch_options.max_enqueued_batches,
           is_low_priority_batch_options=True,
       )
+
+
+@dataclasses.dataclass(kw_only=True)
+class ObmExportOptions:
+  """Options for Orbax Model Export.
+
+  Attributes:
+    batch_options: The batch options for the model.
+    converter_options: The converter options for the model.
+  """
+
+  batch_options: BatchOptions | None = None
diff --git a/export/orbax/export/serving_config.py b/export/orbax/export/serving_config.py
index 65a0a56d5..7ccee7fb5 100644
--- a/export/orbax/export/serving_config.py
+++ b/export/orbax/export/serving_config.py
@@ -17,9 +17,12 @@
 from collections.abc import Callable, Mapping, Sequence
 import dataclasses
 from typing import Any, Optional, Text, Union
+import warnings
 from absl import logging
 import jax
 import jaxtyping
+from orbax.export import constants
+from orbax.export import obm_configs
 from orbax.export.data_processors import data_processor_base
 import tensorflow as tf
 
@@ -63,6 +66,8 @@ class ServingConfig:
   # exactly one method which will be used.
   method_key: Optional[str] = None
   # Options passed to the Orbax Model export.
+  obm_export_options: obm_configs.ObmExportOptions | None = None
+  # DEPRECATED: use `obm_export_options` instead.
   obm_kwargs: Mapping[str, Any] = dataclasses.field(default_factory=dict)
 
   # When set to true, it allows a portion of the preprocessor's outputs to be
@@ -103,6 +108,19 @@ class ServingConfig:
   preprocess_output_passthrough_enabled: bool = False
 
   def __post_init__(self):
+    if self.obm_kwargs:
+      if self.obm_export_options is not None:
+        raise ValueError(
+            'Both `obm_kwargs` and `obm_export_options` are set. Please only'
+            ' use `obm_export_options`.'
+        )
+      warnings.warn(
+          '`obm_kwargs` is deprecated, use `obm_export_options` instead.',
+          DeprecationWarning,
+      )
+      self.obm_export_options = obm_configs.ObmExportOptions(
+          batch_options=self.obm_kwargs.get(constants.BATCH_OPTIONS),
+      )
     if not self.signature_key:
       raise ValueError('`signature_key` must be set.')
     if self.tf_preprocessor and self.preprocessors:
diff --git a/export/orbax/export/serving_config_test.py b/export/orbax/export/serving_config_test.py
index fbb445cb0..acdf36586 100644
--- a/export/orbax/export/serving_config_test.py
+++ b/export/orbax/export/serving_config_test.py
@@ -14,6 +14,7 @@
 
 import jax.numpy as jnp
 import numpy as np
+from orbax.export import obm_configs
 from orbax.export import serving_config
 import tensorflow as tf
 
@@ -23,6 +24,29 @@
 
 class ServingConfigTest(tf.test.TestCase):
 
+  def test_obm_kwargs_deprecation(self):
+    batch_opts = obm_configs.BatchOptions(
+        batch_component=obm_configs.BatchComponent.NO_BATCHING
+    )
+    with self.assertWarnsRegex(
+        DeprecationWarning, '`obm_kwargs` is deprecated'
+    ):
+      sc = ServingConfig(
+          signature_key='f', obm_kwargs={'batch_options': batch_opts}
+      )
+    self.assertIsNotNone(sc.obm_export_options)
+    self.assertEqual(sc.obm_export_options.batch_options, batch_opts)  # pytype: disable=attribute-error
+
+  def test_obm_kwargs_and_obm_export_options_set_raise_error(self):
+    with self.assertRaisesRegex(
+        ValueError, 'Both `obm_kwargs` and `obm_export_options` are set'
+    ):
+      ServingConfig(
+          signature_key='f',
+          obm_kwargs={'batch_options': 1},
+          obm_export_options=obm_configs.ObmExportOptions(),
+      )
+
   def test_bind_tf(self):
     sc = ServingConfig(
         signature_key='f',