diff --git a/tests/test_litellm/litellm_core_utils/test_token_counter.py b/tests/test_litellm/litellm_core_utils/test_token_counter.py
index 875f3db15d..1506e7b5af 100644
--- a/tests/test_litellm/litellm_core_utils/test_token_counter.py
+++ b/tests/test_litellm/litellm_core_utils/test_token_counter.py
@@ -491,7 +491,32 @@ from unittest.mock import MagicMock, patch
 from litellm.utils import _select_tokenizer_helper, claude_json_str, encoding
 
 
+# Clear the cache at module load to ensure clean state
+_select_tokenizer_helper.cache_clear()
+
+
+@pytest.fixture(autouse=True, scope="function")
+def clear_tokenizer_cache_before_test():
+    """Clear the LRU cache before each test to ensure test isolation.
+
+    The _select_tokenizer_helper function is decorated with @lru_cache,
+    which can cause cache hits from previous tests when running with
+    --dist=loadscope (tests from same file run on same worker).
+    """
+    # Clear before test
+    _select_tokenizer_helper.cache_clear()
+    yield
+
+
 class TestTokenizerSelection(unittest.TestCase):
+    @classmethod
+    def setUpClass(cls):
+        """Clear cache before class starts."""
+        _select_tokenizer_helper.cache_clear()
+
+    def setUp(self):
+        """Clear cache before each test method."""
+        _select_tokenizer_helper.cache_clear()
     @patch("litellm.utils.Tokenizer.from_pretrained")
     def test_llama3_tokenizer_api_failure(self, mock_from_pretrained):
         # Setup mock to raise an error