You find breakout videos in your niche by looking for outliers: videos that earned far more views than their creator’s usual numbers or follower count. A video with 2 million views from an account with 5,000 followers tells you much more about what audiences want right now than a big creator’s routine hit.
Search your niche’s main keywords on each platform, filter or sort by recent, and scan creator profiles for videos that stand out against their average. On YouTube, compare views to subscriber counts; on TikTok and Reels, compare views to the creator’s typical videos. Save outliers in a swipe file with notes on topic, hook, format and length. Review the file weekly to spot recurring patterns you can adapt.
Step-by-step plan
Search your niche keywords and sort by recent.
Compare each video’s views to its creator’s average.
Prioritise outliers from smaller accounts.
Log topic, hook, format and length in a swipe file.
Review the file weekly for recurring patterns.
Example: a fitness creator finds three outliers from small accounts, all “mistakes” videos with result-first hooks. Adopting the pattern lifts their average views fourfold.
Why this works
Repeatable virality comes from systems, not luck. Videos spread when they trigger an emotion strong enough to share, deliver a payoff worth rewatching and fit a format the creator can produce again. Advanced creators study outliers in their niche, isolate the variable that made them work, test one change at a time, and keep a library of proven hooks and structures, then use search data and analytics to decide what to make next instead of guessing.
Common mistake to avoid
Studying only the biggest creators. Their success often reflects existing audiences, not the content alone.
Pro tip
Use a views-to-followers ratio as a quick filter. Anything above 10× the follower count is worth studying closely.
Check it before you post
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