You can do this by hand. It takes about twenty minutes per account and no tools beyond a spreadsheet. Most people never do it, which is precisely why it still works.
Pick the right account first
This is where most of the value is won or lost. Do not pick the biggest account in your niche. Pick one near your size, or smaller.
A large following guarantees distribution before quality is considered, so when a huge account posts a hit you cannot tell whether the post earned it or the audience did. A smaller account has no such floor. When one of their posts travels ten times further than usual, the post did that.
Aim for accounts between roughly half your size and three times it. Close enough that their audience behaves like yours, far enough that they have tried things you have not.
Collect the last 90 days
Open the account and work backwards, logging every post from the last three months into a sheet: date, view count, and a one-line description of the hook.
Three months is the sweet spot. Shorter and a single good week distorts everything. Longer and you are measuring an account that may have materially changed size.
Skip pinned posts. They accumulate views over months and will sit at the top of your sheet looking like breakouts when they are just old.
Find the median, not the average
Sort the view counts and take the middle value. Do not use the average. One prior viral post drags a mean so far upward that nothing afterwards ever looks unusual — the very thing you are hunting becomes the thing hiding the next one.
In a spreadsheet: =MEDIAN(B2:B60). That number is the account's
baseline — what happens when nothing special happens.
Divide, then sort
Add a column: each post's views divided by the baseline. Sort descending.
Anything at 5× or above is worth studying. Below about 3× is ordinary variance — posting time, a slow day, the algorithm having a moment. You will usually find two to five genuine breakouts per account per quarter.
The top of this list and the top of their profile grid are different sets, and they overlap less than people expect.
Study the structure, not the subject
Open each breakout and ignore the topic entirely. The topic almost never transfers; you are not in their business. Look instead at:
- The first two seconds. What happens before the viewer has decided? Is there a greeting, or does it open mid-thought?
- Where the interesting sentence sits. In most breakouts it is at the very front. In most ordinary posts it is forty seconds in.
- What the viewer is promised. A question, a contradiction, a number, a claim they would argue with.
- How it ends. An instruction travels further than a sign-off, because instructions get forwarded.
Do it across three accounts
One account gives you anecdotes. Three gives you patterns. When the same structural move shows up in breakouts from three unrelated creators, you have found something that is about the format rather than about them.
That is the thing worth copying — and the only thing that will transfer to your audience.
The honest catch
This works, and it is tedious. Twenty minutes per account, times three accounts, repeated monthly because niches move. Most people do it once, find it valuable, and never do it again.
That is the gap this product exists to close, and we would rather you understood the method than took our word for the output. The full definition, including where it breaks down, is in how we measure a breakout.
Questions people ask
Which competitor accounts should I analyse?
Accounts near your size or smaller, roughly half to three times your following. Large accounts have a distribution floor that hides whether the post or the audience earned the result.
Why median instead of average?
One prior viral post drags an average so high that nothing afterwards looks unusual. The median ignores outlier size and only counts position.
How many breakouts will I find?
Typically two to five per account per quarter at a 5x threshold. If you find none, the account may be too large or posting too infrequently.
Do I need a tool to do this?
No. A spreadsheet and about twenty minutes per account is enough. Tools remove the tedium, not the method.