MUMBAI, India, June 30 -- Intellectual Property India has published a patent application (202641074564 A) filed by Sri Padmavati Mahila Visvavidyalayam, Tirupati on June 16, 2026, for Ai-Based Social Inclusion Assessment And Personalized Welfare Recommendation System For Transgender And Women Communities.

Inventors include Dr. T. Chaitanya; Dr. E. Konaprabha; and Prof. C. Vani.

The application for the patent was published on June 26, 2026, under issue no. 26/2026.

Abstract: ABSTRACT OF THE INVENTION : The invention discloses an innovative AI-Based Social Inclusion Assessment and Welfare Recommendation System tailored specifically for Transgender and Women Communities. The system employs state-of-the-art artificial intelligence techniques including ensemble machine learning (Random Forest, XGBoost, Transformers), natural language processing for voice interfaces, and reinforcement learning (Deep Q-Network) combined with knowledge graphs to accurately evaluate levels of social inclusion and provide highly personalized welfare recommendations. By integrating multi-source anonymized data from surveys, consented government databases, and direct user inputs, and by applying a novel bias-mitigation framework with adversarial debiasing and fairness constraints (demographic parity, equalized odds), the platform generates a reliable Social Inclusion Score (SIS, 0-100) across six dimensions: economic, educational, healthcare, legal, social, and psychological. Privacy is ensured through federated learning, differential privacy, end-to-end encryption, and optional blockchain-based consent records. Users receive customized, dynamically updated suggestions for government schemes, skill development, healthcare, legal aid, employment, and community support. The system supports 12 regional languages and voice interfaces for low-literacy users. Pilot results show 40% improvement in access to benefits and +36-point increase in SIS within 6 months. The invention addresses critical gaps in existing welfare frameworks by offering an accessible, scalable, ethical, and data-driven solution that empowers marginalized communities, aids policymakers with real-time anonymized dashboards, and promotes social justice. Key advantages include real- time insights, multi-lingual support, fairness guarantees, and measurable impact on inclusion metrics. The system is deployable as a mobile (Android/iOS), web, and API-based application with robust security features.

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