diff --git a/kipina-codebench/prompts/code-rs.md b/kipina-codebench/prompts/code-rs.md
index 553aeba..26c24b8 100644
--- a/kipina-codebench/prompts/code-rs.md
+++ b/kipina-codebench/prompts/code-rs.md
@@ -69,5 +69,5 @@ async fn spawn_server() -> (reqwest::Client, String) {
 }
 
 - Each #[tokio::test] calls spawn_server() to get (client, url)
-- Unique descriptive data in Finnish, NOT generic "test" strings
+- Unique descriptive data, NOT generic "test" strings
 - Use serde_json::json!() for request bodies
diff --git a/kipina-codebench/prompts/code-small.md b/kipina-codebench/prompts/code-small.md
index 9c32b29..807117f 100644
--- a/kipina-codebench/prompts/code-small.md
+++ b/kipina-codebench/prompts/code-small.md
@@ -38,14 +38,14 @@ class Post(Base):
 Example FK test patterns:
 ```
 def test_create_post():
-    author = client.post("/authors/", json={"name": "Kirjailija"}).json()
-    response = client.post("/posts/", json={"title": "Artikkeli", "author_id": author["id"]})
+    author = client.post("/authors/", json={"name": "Jane Austen"}).json()
+    response = client.post("/posts/", json={"title": "First Post", "author_id": author["id"]})
     assert response.status_code == 201
 
 def test_update_post():
-    author = client.post("/authors/", json={"name": "Päivittäjä"}).json()
-    created = client.post("/posts/", json={"title": "Vanha", "author_id": author["id"]}).json()
-    response = client.put(f"/posts/{created['id']}", json={"title": "Uusi", "author_id": author["id"]})
+    author = client.post("/authors/", json={"name": "Mark Twain"}).json()
+    created = client.post("/posts/", json={"title": "Old Title", "author_id": author["id"]}).json()
+    response = client.put(f"/posts/{created['id']}", json={"title": "New Title", "author_id": author["id"]})
     assert response.status_code == 201
 ```
 
diff --git a/kipina-codebench/prompts/golden-compact-py.md b/kipina-codebench/prompts/golden-compact-py.md
index c6272b8..a268071 100644
--- a/kipina-codebench/prompts/golden-compact-py.md
+++ b/kipina-codebench/prompts/golden-compact-py.md
@@ -27,7 +27,7 @@ main.py:
 
 test_main.py:
   test.db + override_get_db + TestClient
-  Unique Finnish data per test ("Osta maitoa", "Haettava tehtävä"...)
+  Unique descriptive data per test ("Buy milk", "Fetchable task"...)
   test_create → 201 + assert "id" in json
   test_list → post first, get, assert len >= 1
   test_get_by_id → post, get by id, assert id matches
diff --git a/kipina-codebench/prompts/golden-compact-rs.md b/kipina-codebench/prompts/golden-compact-rs.md
index 692b638..ebae247 100644
--- a/kipina-codebench/prompts/golden-compact-rs.md
+++ b/kipina-codebench/prompts/golden-compact-rs.md
@@ -34,7 +34,7 @@ tests/api_test.rs:
   Each test: SqlitePool::connect("sqlite::memory:"), init_db, app(pool)
   Spawn on random port: TcpListener::bind("127.0.0.1:0"), axum::serve
   reqwest::Client for HTTP calls
-  Unique Finnish data ("Osta maitoa", "Haettava tehtävä"...)
+  Unique descriptive data ("Buy milk", "Fetchable task"...)
   test_create → 201 + assert id exists
   test_list → post first, get, assert len >= 1
   test_get_by_id → post, get, assert id matches