If you've ever opened TikTok looking for content ideas, you've probably done the same thing everyone does: sorted by views, found the biggest numbers, and tried to copy them.

It feels logical. It's also the most common way to waste a week.

The problem with big numbers

A video with five million views tells you almost nothing on its own. You don't know why it got those views. Maybe the idea was brilliant. Or maybe the creator already has two million followers and every single thing they post does five million views, because the audience is already there.

If that's the case, copying the video won't help you. You don't have their audience. You'd be reverse-engineering the wrong thing — the reach, not the idea.

Meanwhile, the video that should actually grab your attention is usually buried. It's the clip from an account with 1,800 followers that suddenly did 240,000 views. That gap — between what the creator normally gets and what this one video did — is the real signal. Something about that specific video worked well enough to escape the creator's usual audience. That "something" is what you can borrow.

A better question

So the question isn't "which video got the most views?"

It's "which video most outperformed what its creator normally gets?"

That reframes everything. A creator whose videos usually do 10,000 views and who suddenly hits 500,000 has a ~50× outlier on their hands. A creator who normally does 1,000,000 and hits 1,200,000 has a perfectly nice video — but only a 1.2× one. The first is a format worth studying. The second is mostly just an existing audience showing up.

This is the single idea Crevia is built around. Instead of ranking a niche by raw views, we rank it by outlier score — each video's views divided by the median of that same creator's other videos, with a small adjustment so very recent breakouts count for more. Big-audience creators get pulled down to earth. Genuine breakouts rise to the top, even when their absolute numbers look small.

Why this matters when you have no audience

Here's the part that makes outliers so useful: a high outlier score means the idea worked on a cold audience.

That's exactly the situation you're in when you're starting or scaling. You can't lean on a million existing followers. You need formats that pull in people who've never heard of you. A video that beat its creator's average by 40× did precisely that — it reached far beyond the people already following along.

Copy the popular video and you're copying someone's audience. Copy the outlier and you're copying the thing that created reach from nothing. Only one of those is repeatable for you.

What to actually look at

When you find a strong outlier, don't copy it frame for frame. Look for the transferable parts:

  • The hook. The first two seconds did a disproportionate amount of work. What did it promise or provoke?
  • The format. Was it a list, a reveal, a contrarian take, a "I tried X so you don't have to"?
  • The tension. Why did people stay, or comment, or share?

Those three things travel between niches. The exact topic usually doesn't.

Sorting by views feels productive because the numbers are big. But big numbers are often just someone else's audience. The videos worth your time are the ones that broke out despite a small one — and those only show up when you stop measuring popularity and start measuring overperformance.