multiple communication channels, including WhatsApp, phone, and social media platforms, while also supporting interoperability with enterprise resource and customer relationship systems. Doutor-AI continues to expand its deployment across healthcare organizations, offering a modular infrastructure aimed at reducing administrative inefficiencies and improving process coordination.