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ViralJury
Let an AI jury roast your video before you upload them!
ViralJury lets creators test short-form videos before posting. Upload a Short, Reel, TikTok, gaming clip, sports edit, meme, or creator video and get an AI jury verdict on hook clarity, weak seconds, scroll risk, payoff timing, and timestamped edit fixes.
Hey Product Hunt 👋
I’m building ViralJury because short-form creators usually only find out what failed after they post.
The idea is simple: before uploading a Short, Reel, TikTok, gaming clip, sports edit, meme, or creator video, you can run it through an AI jury.
The jury looks at:
whether the first 1–3 seconds are strong
where viewers may scroll
whether the hook is clear
whether the payoff comes too late
what timestamped edits to make
what to preserve instead of overcorrecting
how different audience segments may react
The goal is not fake “this will get 1M views” prediction. ViralJury is focused on pre-upload retention risk, weak-second detection, and practical edit feedback.
Right now, I’m opening early access and collecting feedback from creators, editors, and people who post short-form content.
I’d love your feedback on:
Would you use this before posting?
What type of videos should we support first?
Would you prefer a quick verdict or a deeper jury discussion?
Happy to answer anything.
Love how the verdict breaks down each video by exact seconds instead of just a vague score. The timestamped edit fixes feel like getting notes from a sharp editor who actually watches the cut.
The hook breakdown was spot on, it caught a slow three second stretch in my Reel I would have totally missed. Suggestions felt practical, not generic, like they actually watched the video.
How does the AI handle videos with niche reference humor or inside jokes that only a specific audience would get, would the feedback still feel useful or just push everything toward mainstream appeal?
The timestamped edit fixes are genuinely useful, most AI feedback tools just give vague vibes but this tells you exactly which second to cut. Really thoughtful execution for a real creator workflow.
Love that the feedback points to exact seconds instead of vague suggestions, makes the actual editing pass way faster. The split between hook, weak moments, and payoff is a smart way to think about retention.
About ViralJury on Product Hunt
“Let an AI jury roast your video before you upload them!”
ViralJury was submitted on Product Hunt and earned 3 upvotes and 6 comments, placing #157 on the daily leaderboard. ViralJury lets creators test short-form videos before posting. Upload a Short, Reel, TikTok, gaming clip, sports edit, meme, or creator video and get an AI jury verdict on hook clarity, weak seconds, scroll risk, payoff timing, and timestamped edit fixes.
ViralJury was featured in Social Media (89.1k followers), Artificial Intelligence (473.1k followers) and Video (1.9k followers) on Product Hunt. Together, these topics include over 133k products, making this a competitive space to launch in.
Who hunted ViralJury?
ViralJury was hunted by Major General. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Want to see how ViralJury stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Major General