diff --git a/src/sqlbuild/.agents/skills/sqlbuild/references/docs/benchmarks.md b/src/sqlbuild/.agents/skills/sqlbuild/references/docs/benchmarks.md
index dd2dfa673e..e954fa15db 100644
--- a/src/sqlbuild/.agents/skills/sqlbuild/references/docs/benchmarks.md
+++ b/src/sqlbuild/.agents/skills/sqlbuild/references/docs/benchmarks.md
@@ -9,7 +9,7 @@ Online: https://sqlbuild.com/docs/benchmarks/
 ## Contents
 
 - SQLBuild vs dbt v2
-- All variants
+- All variants, 10,000 models
 - What is compared
 - Why SQLBuild can reuse work by default
 - The project and how to reproduce it
@@ -40,9 +40,9 @@ Cold, SQLBuild used 30 s of CPU and 3.1 GiB at peak; dbt used 167 s and 4.7 GiB.
   and their descendants: 1.6 s for the edited model and 47 descendants, against SQLBuild's 2.4 s for
   a report on the whole project. With 100 edited files it falls back to a full parse and takes 60.7 s.
 
-## All variants
+## All variants, 10,000 models
 
-Wall time in seconds. CPU and memory for every cell are in the run's `summary.md`.
+Wall time in seconds on the same 10,000-model project. CPU and memory for every cell are in the run's `summary.md`.
 
 | Variant | Cold | Unchanged | 1 edit | 100 edits |
 |---|---:|---:|---:|---:|
diff --git a/website/src/content/docs/docs/benchmarks.mdx b/website/src/content/docs/docs/benchmarks.mdx
index dcd157e9e2..da628b94d6 100644
--- a/website/src/content/docs/docs/benchmarks.mdx
+++ b/website/src/content/docs/docs/benchmarks.mdx
@@ -28,9 +28,9 @@ Cold, SQLBuild used 30 s of CPU and 3.1 GiB at peak; dbt used 167 s and 4.7 GiB.
   and their descendants: 1.6 s for the edited model and 47 descendants, against SQLBuild's 2.4 s for
   a report on the whole project. With 100 edited files it falls back to a full parse and takes 60.7 s.
 
-## All variants
+## All variants, 10,000 models
 
-Wall time in seconds. CPU and memory for every cell are in the run's `summary.md`.
+Wall time in seconds on the same 10,000-model project. CPU and memory for every cell are in the run's `summary.md`.
 
 | Variant | Cold | Unchanged | 1 edit | 100 edits |
 |---|---:|---:|---:|---:|