Behind the scenes of our real-time comment analysis pipeline, combining raw API fetching, text cleaning, and AI processing.
Paste any YouTube Watch URL or Live Stream link directly into our web application dashboard, or open our floating Chrome Extension directly while browsing YouTube.
Our engine extracts the latest comments, removes duplicate messages, filters out promotional spam, and handles language sanitization to prepare the feed for analysis.
Comments are batched and analyzed using MS Intelligence. We check for sarcasm, extract primary moods (e.g. Joyful, Frustrated, Sarcastic), and write a concise summary.
For active live streams, we connect a Socket.io bridge. The dashboard automatically polls for new comments every 5 seconds, pushing instant updates to the viewer sentiment charts.