Viraloop Score
Rising
Composite of outlier ratio, velocity, acceleration, reach, engagement and niche momentum.
Outlier
8.3×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
8.3× the channel's median Shorts views.
Above-average engagement
4.5% of viewers liked or commented.
The structural pattern behind this video, broken into reusable parts.
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