Viraloop Score
Rising
Composite of outlier ratio, velocity, acceleration, reach, engagement and niche momentum.
Outlier
4.9×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.
High early view velocity
Averaging 15,017 views per hour since upload.
Reach far beyond subscriber base
24× the channel's subscriber count.
Above-average engagement
4.9% 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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