The analysis they ran in their research paper found most surface features don’t meaningfully separate viral from non‑viral outcomes. So the tool isn't actually predicting if your launch title will go viral, it's more like checking for heuristics and descriptive patterns.

Cool idea though! And they're on the front page lol

I don't know what has changed (probably AI honestly), but it's increasingly concerning.

This is my first blog post btw, so thanks for reading!