Most Reddit stock trackers just count mentions and hand you a score. Ropollo reads every mention in context — distinguishing genuine stock references from ordinary word collisions, preserving source evidence, and connecting social momentum with prices, SEC filings, and short-interest data. The goal isn't a buy signal. It's a research lead you can actually verify. Methodology is public. Limitations are documented. No black-box scores.