MUMBAI, India, July 24 -- Intellectual Property India has published a patent application (202641085611 A) filed by Vallurupalli Nageswara Rao Vignana Jyothi Institute Of Engineering Technology on July 13, 2026, for System And Method For Analyzing Online Sentiment, User Engagement, And Revenue Generation On Digital Media Platforms.
Inventors include Ms. Swathi Kadari; Mr. Karnam Akhil; and Ms. M. Mohana Deepthi.
The application for the patent was published on July 17, 2026, under issue no. 29/2026.
Abstract: The present invention presents a comprehensive YouTube Comment Analyzer system that integrates advanced Natural Language Processing techniques to evaluate audience sentiment, detect toxicity, extract key topics, and assess monetization potential for video content. By combining zero-shot classification models like DeBERTa-v3 with Latent Dirichlet Allocation for topic modeling, the system processes video comments and transcripts to deliver actionable insights on engagement patterns and revenue implications. Users can input any YouTube video URL to receive sentiment summaries, topic distributions, predicted content categories, and estimated engagement scores. This innovation bridges the gap between raw audience feedback and strategic content decisions, enabling creators to optimize videos for better reach, advertiser appeal, and sustainable monetization while maintaining a balanced approach to controversial topics. The platform offers practical value for content creators, marketers, and researchers seeking data- driven strategies in the evolving digital economy.
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