Viraloop Score
Hot
Composite of outlier ratio, velocity, acceleration, reach, engagement and niche momentum.
Outlier
12.9×Momentum
RisingViews 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
12.9× the channel's median Shorts views.
High early view velocity
Averaging 10,882 views per hour since upload.
Reach far beyond subscriber base
59× the channel's subscriber count.
Above-average engagement
9.0% of viewers liked or commented.
Overlaps a rising niche
AI Transformations is at 71 momentum, +48% over 7 days.
The structural pattern behind this video, broken into reusable parts.
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