ViralJury

ViralJury is a pre-upload quality-assurance tool for short-form video, built for creators, editors, and agencies who want a structural read on a cut before it goes live.

Upload a Short, Reel, or TikTok and ViralJury returns a jury-style structural report: whether the first frame establishes a subject, whether the opening makes a promise the video keeps, where the first weak second lands, when captions arrive relative to the spoken line, where pacing drags, and how far the viewer must travel to reach the payoff. Findings are timestamped and paired with a specific edit decision, alongside explicit "preserve" notes so a good cut is not over-edited.

ViralJury is deliberate about its limits. It does not predict view counts, guarantee reach, or claim to model any platform's ranking system. It reports structural risk in the edit — the part a creator can still change.