How Do I Research What Content Works in My Niche? An Outlier Method for 2026

By Bhavdeep S · CEO @ Socialhunt

Why does scrolling your niche feed give you the wrong answer?

You spent Sunday night saving forty videos from your niche, and on Monday you couldn't say what any of them had in common.

We keep seeing this in the setups we review. The feed shows you what's popular across the platform, filtered by what you already watch. That's not the same thing as what works for an account your size, in your niche, right now.

The bigger problem is scale. A creator with 2 million followers who gets 400,000 views had a slow week. A creator with 8,000 followers who gets 400,000 views found something. Scrolling treats those two posts as equal. They aren't.

So the fix isn't more scrolling. It's a repeatable way to compare each post against what that account normally gets.

Which accounts belong on your research list?

Picture a home-baking creator who only tracks the three biggest baking channels. Every post she studies has a budget, a kitchen set and a team. None of it transfers.

We'd build the list differently. Aim for 10 to 20 accounts, split roughly like this: most of them direct competitors around your size or a bit bigger, plus a handful of adjacent creators who serve the same audience from a different angle. For the baker, adjacent might mean meal-prep accounts or kitchen-gadget reviewers.

Adjacent accounts matter more than people expect. They're where you find formats nobody in your niche has tried yet, which is the honest answer to "how do I find content gaps?"

Skip accounts that post less than once a week. You won't get enough posts to calculate a useful baseline.

How do you tell a real outlier from a big account's normal week?

Here's the step most guides skip, and it's the one that changes your results.

Before you call a post an outlier

• The account posted at least 8 times in your window
• You calculated the median, not the average
• The post beat that median by about 2x or more
• It isn't a paid collab or a giveaway, which skew views
• You saved the link so you can rewatch the first 3 seconds

For each account, pull the posts from the last 30 to 90 days and find the median views. Median, not average, because one runaway video inflates an average and hides everything else. Then flag any post that did roughly twice the median or better. Those are your outliers.

We use 30 days on fast-moving TikTok niches and stretch to 90 for slower ones, like B2B or long-form YouTube. Two weeks is too short. You'll mistake a lucky Thursday for a trend.

A spreadsheet handles this fine for 10 accounts. Past 20, it gets tedious fast, and that's usually when people quit.

What should you tag on every winning post?

Topic alone is a trap. We've watched creators spot that "budget travel" was winning, make five budget travel videos, and get nothing, because the winners all opened with a price reveal in the first line and theirs didn't.

Tag each outlier on hook and format separately. The hook is the opening line or visual. Format is the structure: a list, a story, a before-and-after, a reaction. Topic comes third.

Once you've tagged 20 or 30 outliers, sort by each column. You're looking for anything that appears in 3 or more unrelated accounts. That's a pattern. One viral post isn't.

If the hook column is where things click for you, our notes on writing a hook that keeps viewers watching go deeper on taking an opening line apart.

How do you know a content idea will work before you make it?

You don't, fully. Anyone promising certainty is selling something.

What you can do is shrink the risk. Take your top two or three patterns and turn each into a few posts in your own voice, then run them over 2 to 4 weeks. Compare those posts against your own median, using the same rule you used on everyone else.

A pattern that beats your baseline twice goes into the regular rotation. One that flops twice gets dropped, no matter how well it did for someone else. Our validation system for TikTok content ideas walks through scoring ideas before you film them.

Where do people go wrong, and how often should you redo this?

The most common mistake we see is copying the video instead of the pattern. Same script, same audio, same text overlay. Audiences notice, and it rarely performs like the original.

Second place goes to researching once and never again. Formats wear out. We'd rerun the full pass monthly on TikTok and every quarter on slower platforms, with a quick weekly look at your saved accounts in between.

Third: ignoring platform differences. A pattern winning on TikTok might not carry to YouTube Shorts unchanged, so check it on the second platform before you assume.

And yes, someone always tracks 60 accounts in week one. Nobody has ever finished that spreadsheet.

When is a research tool worth it instead of a spreadsheet?

Once your list passes about 20 accounts, or you research more than one niche, the manual version starts eating your filming time. That's the point where a tool earns its cost.

SocialHunt automates most of the method above. Hunt Search lets you search millions of videos filtered by views, engagement and topic, though its search data is TikTok-first right now, with multi-platform search still in development. Creator Spy tracks specific creators and their posting patterns, so you don't have to reverse-engineer each profile. Collections hold your winners as research boards by niche or campaign, and the AI can write hooks and scripts based on the videos you've saved. Plans start around $19/mo billed annually, with a 7-day free trial.

Virlo and Sandcastles are the two alternatives we'd look at too. Both are generally known for surfacing outlier short-form videos for creators, so compare which platforms and workflow suit you. Our rundown of viral video finder tools sets several of them side by side.

If you post mostly on TikTok and track more than 20 accounts, a SocialHunt trial is a reasonable next step. If you're YouTube-only, or happy tracking 10 accounts by hand, stick with the spreadsheet for now.

How we evaluated this in real setups

We built this method from the research workflows we see creators and small teams use, and from the published documentation of SocialHunt, Virlo and Sandcastles. Thresholds like the 2x median rule and 30 to 90 day windows are working conventions, not lab-tested benchmarks. We didn't run independent performance tests on any tool, and nothing here guarantees views or growth.

Questions we hear in the field

How do I find out what content performs best in my niche?

List 10 to 20 niche and adjacent accounts, pull their posts from the last 30 to 90 days, and flag the ones that beat each account's median views by about 2x. The repeating hooks and formats among those posts are what's working.

How do I analyze competitors' social media content?

Compare each competitor against their own baseline, not against you. Calculate their median views, find their outliers, then tag those outliers by hook, format and topic so you can see what they keep repeating.

What tools show viral videos in my niche?

SocialHunt, Virlo and Sandcastles are all built for finding high-performing short-form videos. SocialHunt's Hunt Search is TikTok-first at the moment, so check platform coverage against where you post.

How often should I do content research?

We'd do a full pass monthly on TikTok and quarterly on slower platforms like long-form YouTube, plus a quick weekly check on your saved accounts.

How do I find content gaps in my niche?

Look at adjacent creators who serve your audience from a different angle. Formats that win there but don't appear among your direct competitors are the gaps worth testing first.