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Snowball
Turn viral content into data-backed creative strategy.
Snowball is a creative intelligence platform that helps creators, brands, and marketing teams understand what makes content perform. Analyze TikTok videos across hooks, visuals, pacing, emotion, formats, and CTAs. Use the browser extension to see real-time insights while you scroll and save videos in one click. Then ask our chat to find patterns, compare competitors, and turn research into briefs, scripts, content angles, and data-backed strategies.
Hey Product Hunt! 👋
We built Snowball because content teams have access to more performance data than ever, but still struggle to answer a basic question:
Why did this video actually perform?
Most tools show views, likes, comments, and engagement rates. Those numbers explain what happened, but they don’t reveal which hook captured attention, which format held viewers, how the creator delivered the message, or which patterns are worth repeating.
Researching those details manually means scrolling through hundreds of videos, copying links into spreadsheets, and relying on subjective guesses.
Snowball turns short-form videos into structured creative intelligence. It analyzes hooks, transcripts, visuals, pacing, emotion, formats, product placement, and calls to action. Our browser extension adds real-time performance insights directly to TikTok while you scroll, and Snowchat lets you ask questions across your research to uncover patterns, compare competitors, and create briefs, scripts, angles, and strategies.
Our goal is to help creators and marketing teams move from “What should we post?” to confident, data-backed creative decisions.
We’d love your feedback: What part of content research or planning takes up the most time for you today?
About Snowball on Product Hunt
“Turn viral content into data-backed creative strategy.”
Snowball was submitted on Product Hunt and earned 3 upvotes and 1 comments, placing #152 on the daily leaderboard. Snowball is a creative intelligence platform that helps creators, brands, and marketing teams understand what makes content perform. Analyze TikTok videos across hooks, visuals, pacing, emotion, formats, and CTAs. Use the browser extension to see real-time insights while you scroll and save videos in one click. Then ask our chat to find patterns, compare competitors, and turn research into briefs, scripts, content angles, and data-backed strategies.
On the analytics side, Snowball competes within SaaS, Artificial Intelligence and Social media marketing — topics that collectively have 523.8k followers on Product Hunt. The dashboard above tracks how Snowball performed against the three products that launched closest to it on the same day.
Who hunted Snowball?
Snowball was hunted by Matt E. 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.
For a complete overview of Snowball including community comment highlights and product details, visit the product overview.
Matt E