Integration with our existing systems was smoother than expected. The API documentation is excellent and the sandboxed testing environment helped us validate everything before going live. My only minor concern is ensuring all staff complete the AI ethics training, but MindWeave Labs provides excellent resources for this. The productivity gains have been remarkable.