Viraloop Score
Hot
Composite of outlier ratio, velocity, acceleration, reach, engagement and niche momentum.
Outlier
13.7×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
13.7× the channel's median Shorts views.
High early view velocity
Averaging 19,626 views per hour since upload.
Reach far beyond subscriber base
69× the channel's subscriber count.
Above-average engagement
4.3% of viewers liked or commented.
Overlaps a rising niche
AI Survival Stories is at 89 momentum, +164% over 7 days.
The structural pattern behind this video, broken into reusable parts.
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