diff --git a/backend/queries/profileQueries-fixed.js b/backend/queries/profileQueries-fixed.js
index c64765e..f31bce7 100644
--- a/backend/queries/profileQueries-fixed.js
+++ b/backend/queries/profileQueries-fixed.js
@@ -1,5 +1,5 @@
 // Profile queries for Lookbook - Compatible with segundo-db schema
-// Follows test-pilot-server query pattern
+// Follows the platform server query pattern
 
 const { pool } = require('../db/dbConfig');
 
diff --git a/backend/queries/profileQueries.js b/backend/queries/profileQueries.js
index 7497ffb..066d60c 100644
--- a/backend/queries/profileQueries.js
+++ b/backend/queries/profileQueries.js
@@ -1,5 +1,5 @@
 // Profile queries for Lookbook - Compatible with segundo-db schema
-// Follows test-pilot-server query pattern
+// Follows the platform server query pattern
 
 const { pool } = require('../db/dbConfig');
 
diff --git a/backend/queries/profileQueries.js.backup b/backend/queries/profileQueries.js.backup
index a63f14e..0d713b4 100644
--- a/backend/queries/profileQueries.js.backup
+++ b/backend/queries/profileQueries.js.backup
@@ -1,5 +1,5 @@
 // Profile queries for Lookbook
-// Follows test-pilot-server query pattern
+// Follows the platform server query pattern
 
 const { pool } = require('../db/dbConfig');
 
diff --git a/backend/queries/projectQueries.js b/backend/queries/projectQueries.js
index efa1444..155927a 100644
--- a/backend/queries/projectQueries.js
+++ b/backend/queries/projectQueries.js
@@ -1,5 +1,5 @@
 // Project queries for Lookbook
-// Follows test-pilot-server query pattern
+// Follows the platform server query pattern
 
 const { pool } = require('../db/dbConfig');
 
diff --git a/backend/queries/projectQueries.js.backup b/backend/queries/projectQueries.js.backup
index 33e3d19..7d3d33e 100644
--- a/backend/queries/projectQueries.js.backup
+++ b/backend/queries/projectQueries.js.backup
@@ -1,5 +1,5 @@
 // Project queries for Lookbook
-// Follows test-pilot-server query pattern
+// Follows the platform server query pattern
 
 const { pool } = require('../db/dbConfig');
 
diff --git a/backend/routes/profiles.js b/backend/routes/profiles.js
index e189670..e6c9b87 100644
--- a/backend/routes/profiles.js
+++ b/backend/routes/profiles.js
@@ -1,5 +1,5 @@
 // Profile routes for Lookbook API
-// Following test-pilot-server pattern
+// Following the platform server pattern
 
 const express = require('express');
 const router = express.Router();
diff --git a/backend/routes/projects.js b/backend/routes/projects.js
index 29506cf..9db514d 100644
--- a/backend/routes/projects.js
+++ b/backend/routes/projects.js
@@ -1,5 +1,5 @@
 // Project routes for Lookbook API
-// Following test-pilot-server pattern
+// Following the platform server pattern
 
 const express = require('express');
 const router = express.Router();
diff --git a/backend/server.js b/backend/server.js
index 1f31c16..47ec38e 100644
--- a/backend/server.js
+++ b/backend/server.js
@@ -1,5 +1,5 @@
 // Lookbook Backend Server
-// Express + PostgreSQL API following test-pilot-server patterns
+// Express + PostgreSQL API following the platform server patterns
 
 require('dotenv').config();
 const express = require('express');