Feature · Viral discovery

Viral content discovery: find the formats already winning

Stop guessing what to post. ViralGen scores the accounts in your niche every day and surfaces the exact short form structures already going viral, ranked by views against followers.

Most content fails at the idea stage, not the production stage. The creators who win are not more creative, they are better at spotting the format that is already working and getting to it first. ViralGen turns that instinct into a daily feed: link the accounts you learn from, and the highest performing structures in your niche come to you, scored, so you build on proven ideas instead of guessing.

The problem it removes

Scrolling for inspiration is slow, biased toward what you already follow, and impossible to do consistently. By the time a format feels obviously viral, the window to ride it is closing.

How it works

  1. Link the accounts you learn from

    Paste 5 to 10 handles into Discover, the creators and competitors whose structures you want to track.

  2. ViralGen scores them daily

    Every new post is measured on views against followers, so a small account with a breakout reel ranks above a big account coasting on reach.

  3. The winning structures surface first

    You see the hook, the pacing, and the format that is outperforming, ranked, not a raw firehose of everything posted.

  4. Send one straight into production

    Pick a structure and hand it to generation with your locked persona. Discovery flows directly into a finished reel, with no copy and paste between tools.

What you get

  • A daily, ranked feed of the formats actually winning in your niche
  • Small account breakouts surfaced before they are obvious
  • A repeatable idea source, so you never open the app with nothing to post
  • One tap from a proven structure to a clip in production

Frequently asked questions

How does the virality score work?

Each post is scored on views against the account's follower count, so a reel doing far more views than the account normally reaches ranks highest. That surfaces breakout structures early, instead of rewarding accounts that are already large.

Which accounts should I link?

Link 5 to 10 accounts you consider the best in your exact niche: direct competitors, creators one step ahead of you, and adjacent brands with a similar audience. The tighter the niche, the more useful the feed.

Does discovery connect to the rest of the pipeline?

Yes. A structure you find in Discover feeds straight into generation with your locked persona, then the audit, then your schedule. Discovery is the front of one continuous pipeline, not a separate research tool.