diff --git a/README.md b/README.md
index df7189d..c5767ba 100644
--- a/README.md
+++ b/README.md
@@ -39,14 +39,14 @@ result = markitdown.convert("test.xlsx")
 print(result.text_content)
 ```
 
-You can also configure markitdown to use Large Language Models to describe images. To do so you must provide mlm_client and mlm_model parameters to MarkItDown object, according to your specific client.
+You can also configure markitdown to use Large Language Models to describe images. To do so you must provide llm_client and llm_model parameters to MarkItDown object, according to your specific client.
 
 ```python
 from markitdown import MarkItDown
 from openai import OpenAI
 
 client = OpenAI()
-md = MarkItDown(mlm_client=client, mlm_model="gpt-4o")
+md = MarkItDown(llm_client=client, llm_model="gpt-4o")
 result = md.convert("example.jpg")
 print(result.text_content)
 ```