diff --git a/ROADMAP.md b/ROADMAP.md
index 182d1b8..7e7b38f 100644
--- a/ROADMAP.md
+++ b/ROADMAP.md
@@ -30,4 +30,5 @@ You can:
 - [ ] Set up automatic AI/LLM based PR review
 
 ### Ad hoc experiments
-- [ ] Microsoft guidance, and benchmark if this helps improve it
+- [ ] Microsoft guidance, and benchmark if this helps improve performance
+