I started working on ViralJury because I kept seeing the same thing happen with short form videos.
You spend hours editing a Short, Reel, TikTok or clip, post it, and only later realize the first few seconds were weak, the pacing dragged, or the video got confusing before the good part arrived.
That feedback usually comes too late.
ViralJury exists to give creators a second pair of eyes before posting. It looks at the hook, the first seconds, pacing, retention risk, confusing moments and payoff timing, so you can fix the obvious weak spots before the video hits the feed.
It is not about promising viral videos or pretending to hack the algorithm. I just want it to help creators post with a little more clarity and a little less guessing.
Would love honest feedback from creators, editors and anyone who has ever posted something and thought, “I should have fixed that before uploading.”
I like that you're positioning the product as reducing uncertainty rather than promising virality.
Creators usually don't need another tool claiming it knows the algorithm. They need confidence that they haven't overlooked something obvious before they publish. That's a much more believable job for the product to do.