ViralJury
Pre-upload video analyzer for content creators.
ViralJury launched on August 2, 2026 with 3 votes, #2,940 of 23,274 launches that month and more than 50% of that year's launches.
What it does
ViralJury is a pre-upload QA tool for short-form video. Upload a Short, Reel, or TikTok and get a structural review before you publish: first-frame clarity, where the hook stops earning attention, caption onset, pacing drag, and how far the viewer has to travel to reach the payoff. Every finding is timestamped and paired with a concrete edit decision, plus a note on what to preserve. It does not predict views or promise virality, it catches avoidable weak moments while you can still fix them.
Pre-upload structural feedback for Shorts, Reels, and TikToks. Review hook clarity, pacing, captions, and payoff timing before you post.
ViralJury reviews short-form video drafts before upload. It checks the opening, progression, caption timing, and payoff, then turns structural findings into timestamped edits to try. ViralJury does not predict reach, guarantee views, or replace native platform analytics. You posted the same cut everywhere and barely got views on any platform. ViralJury flags the exact seconds where the opening, pacing, captions, or payoff may need another edit. In this illustrative cut, 1,247 people tapped the reel. Only 431 were still watching three seconds later. The retention graph is useful. It arrives after the post is live and the first viewers have already left. You were not judged on the whole…from viraljury.net
Does a similar job
all alternatives →
Viral ValidatorFeb 2026 · viralvalidator.com · ▲2Stop guessing. Predict the viral math before you hit post
More ai this month
the category →
Paintings by AI models: programs run through a simulation of oil paint.
AI · 21d ago · stillwet.art
PixVerse R2▲381A real-time world model you can explore and change
AI · 29d ago · world.pixverse.video
Source: Product Hunt launch ↗
Launched alongside, August 2026
the whole month →- TL
Life & fun · Aug 2026 · louisabraham.github.io
Clipto MCP▲655Hey HN, We recently built Clipto. It’s a tool that lets you search over terabytes of video, audio, and images on your computer, without relying on the cloud. Motivation: we probably all had this similar experience, we know a moment exists in a video or audio, but finding it takes hours scrubbing the timeline. You can send all the media to process in the cloud, but it’s slow, expensive and raises privacy concerns. So we decided to build our own on-device media search engine. How it works (high level): 1. We ingest video, audio, image; normalize formats via ffmpeg; run content analysis to…
Work · Aug 2026 · clipto.com
Hello HN! I found that picking out plausible but diverse skin tones for my digital art and game development projects was kind of difficult, and I got curious about if there was a way to define a color space that made it easy. I've built a color picker and procedural generation algorithm based on the space as well as a bunch of other fun js features and demos throughout the page that use the equations. If you find it interesting, I have lots of explanations of how I built it and what properties the space has. The methodology might be a bit shaky, but hopefully the result is as helpful for…
Life & fun · Aug 2026 · toneyalexander.github.io
Astute▲606Automate your B2B brand going viral, with new media creators
AI · Aug 2026 · company-app.joinastute.com