diff --git a/docs/benchmarks.md b/docs/benchmarks.md
index c659e4e28..57ea3f3bf 100644
--- a/docs/benchmarks.md
+++ b/docs/benchmarks.md
@@ -1,5 +1,5 @@
 
-# Code editing benchmarks
+# GPT code editing benchmarks
 
 Aider is a command line GPT chat tool that lets you ask for features, changes and
 improvements to code in your local git repo.
@@ -15,7 +15,7 @@ and can range from simply "return an updated copy of the whole file" to
 to specify a bunch of specific diffs".
 
 Having a reliable way for GPT to read/modify/write source files is critical to
-efficiently coding with GPT within an existing codebase.
+using GPT to code within an existing codebase.
 
 To measure the impact of changes to the edit format,
 I created a code editing benchmark based on the