MUMBAI, India, Jan. 2 -- Intellectual Property India has published a patent application (202541123446 A) filed by Murugan Ambalakannu, Tirunelveli, Tamil Nadu, on Dec. 8, 2025, for 'ai-powered reward recommendation engine for personalized incentive programs in cloud environments.'
Inventor(s) include Murugan Ambalakannu.
The application for the patent was published on Jan. 2, under issue no. 01/2026.
According to the abstract released by the Intellectual Property India: "This invention discloses an AI-powered reward recommendation engine designed for cloud environments that delivers personalized incentive programs through advanced machine learning algorithms. The system integrates multiple data sources to build comprehensive user profiles and employs hybrid recommendation approaches combining collaborative filtering, content-based methods, and contextual bandits. A multi-layered neural network architecture generates real-time personalized reward suggestions optimized for individual user preferences and organizational objectives. The cloud-native design ensures horizontal scalability for millions of concurrent users while maintaining sub-second response times. Continuous learning mechanisms adapt to evolving user preferences through reinforcement learning and online model updates. Fairness-aware algorithms prevent bias and ensure equitable reward distribution across diverse user segments. Explainable AI components provide transparency into recommendation decisions while privacy-preserving techniques protect sensitive user information through differential privacy and federated learning approaches."
Disclaimer: Curated by HT Syndication.
