diff --git a/hf_torchao_vllm/torchao_hf_script.py b/hf_torchao_vllm/quantize_hf_model_with_torchao.py
similarity index 99%
rename from hf_torchao_vllm/torchao_hf_script.py
rename to hf_torchao_vllm/quantize_hf_model_with_torchao.py
index ef8f78d..f41f9a8 100644
--- a/hf_torchao_vllm/torchao_hf_script.py
+++ b/hf_torchao_vllm/quantize_hf_model_with_torchao.py
@@ -2,10 +2,8 @@
 # SPDX-License-Identifier: Apache-2.0
 
 """
-Script for quantizing LLM models with TorchAO.
+Script for quantizing HuggingFace models with TorchAO.
 Supports various quantization configurations and model types.
-
-Copy of Driss's https://www.internalfb.com/phabricator/paste/view/P1838316614
 """
 
 
diff --git a/hf_torchao_vllm/run_vllm.py b/hf_torchao_vllm/run_quantized_model_in_vllm.py
similarity index 97%
rename from hf_torchao_vllm/run_vllm.py
rename to hf_torchao_vllm/run_quantized_model_in_vllm.py
index 97e292b..5712bcb 100644
--- a/hf_torchao_vllm/run_vllm.py
+++ b/hf_torchao_vllm/run_quantized_model_in_vllm.py
@@ -1,7 +1,5 @@
 # SPDX-License-Identifier: Apache-2.0
 
-# copied from Driss's https://www.internalfb.com/phabricator/paste/view/P1858050926
-
 import os
 
 import random
diff --git a/hf_torchao_vllm/inspect_llm_compressor_output.py b/hf_torchao_vllm/utils/inspect_llm_compressor_output.py
similarity index 100%
rename from hf_torchao_vllm/inspect_llm_compressor_output.py
rename to hf_torchao_vllm/utils/inspect_llm_compressor_output.py
diff --git a/hf_torchao_vllm/inspect_torchao_output.py b/hf_torchao_vllm/utils/inspect_torchao_output.py
similarity index 100%
rename from hf_torchao_vllm/inspect_torchao_output.py
rename to hf_torchao_vllm/utils/inspect_torchao_output.py
diff --git a/hf_torchao_vllm/run_llm_compressor.py b/hf_torchao_vllm/utils/quantize_hf_model_with_llm_compressor.py
similarity index 100%
rename from hf_torchao_vllm/run_llm_compressor.py
rename to hf_torchao_vllm/utils/quantize_hf_model_with_llm_compressor.py