The mistake people make
Most people treat raw views as proof and skip baseline context.
That leads to copying massive channels where average ideas still post huge numbers.
Another miss is cherry-picking one winner and ignoring failed follow-ups.
What to look for instead
Do not ask "did it get lots of views?" Ask "was this unusually strong for that channel?"
Use baseline lift, recency, promise match, and channel distance from your size as your core checks.
Small and mid-size breakouts are often better transfer references.
Treat mega-creator videos as ceiling references, not copy templates.
Practical takeaway
Log proof with four columns: baseline ratio, recency, promise match, and channel size gap.
Use that sheet to decide whether to test, reframe, or skip.
Recent misses matter. A flop does not kill an idea, but it often means the obvious version is tired.
One concrete example: 30M legal Short vs 3M breakout
A 30M legal Short from a giant creator can look like unbeatable proof, but it may be normal for that channel.
A 3M video from a channel that usually gets around 150K is often the stronger idea signal.
Big creators can make average ideas look huge. Smaller-channel outliers often reveal whether the idea itself has pull.