diff --git a/apps/video-intelligence/backend/setup_indexes.py b/apps/video-intelligence/backend/setup_indexes.py
index bac31ed9..2211b997 100755
--- a/apps/video-intelligence/backend/setup_indexes.py
+++ b/apps/video-intelligence/backend/setup_indexes.py
@@ -1,6 +1,6 @@
 #!/usr/bin/env python3
 """
-MongoDB Atlas Search Index Setup Script
+MongoDB Search Index Setup Script
 Creates the required vector search and text search indexes for the Video Intelligence app.
 """
 
@@ -13,12 +13,12 @@
 
 
 def setup_indexes():
-    """Setup MongoDB Atlas search indexes"""
+    """Setup MongoDB search indexes"""
 
     # Get embedding dimensions from environment variable
     EMBEDDING_DIM_SIZE = int(os.getenv("EMBEDDING_DIM_SIZE", "1024"))
     print(f"Using embedding dimensions: {EMBEDDING_DIM_SIZE}")
-    print("🔧 Setting up MongoDB Atlas Search Indexes")
+    print("🔧 Setting up MongoDB Search Indexes")
     print("=" * 50)
 
     # Load environment variables