Viraloop Score
Hot
Composite of outlier ratio, velocity, acceleration, reach, engagement and niche momentum.
Outlier
38.4×Momentum
SteadyViews accumulated since upload, against this creator's median, their top 10%, and the Viraloop benchmark.
Signals observed in the data. These describe measured performance, not predicted outcomes.
Significantly above creator baseline
38.4× the channel's median Shorts views.
High early view velocity
Averaging 6,239 views per hour since upload.
Reach far beyond subscriber base
69× the channel's subscriber count.
Above-average engagement
5.4% of viewers liked or commented.
The structural pattern behind this video, broken into reusable parts.
Other videos in the same niches, ranked by Viraloop Score.
The Salary You Need In Each State
Ledger Logic
What A $1 Coffee Really Costs
Ledger Logic
Where $100,000 Actually Goes
Ledger Logic
The Salary You Need In Each State
Ledger Logic
The Salary You Need In Each State
Ledger Logic
Where $100,000 Actually Goes
Ledger Logic
Where $100,000 Actually Goes
Ledger Logic
Where $100,000 Actually Goes
Ledger Logic
The Salary You Need In Each State
Ledger Logic
Where $100,000 Actually Goes
Ledger Logic
Where $100,000 Actually Goes
Ledger Logic
What A $1 Coffee Really Costs
Ledger Logic