Viraloop Score
Rising
Composite of outlier ratio, velocity, acceleration, reach, engagement and niche momentum.
Outlier
13.1×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
13.1× the channel's median Shorts views.
Reach far beyond subscriber base
60× the channel's subscriber count.
Above-average engagement
8.3% 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.
Other videos in the same niches, ranked by Viraloop Score.
My Friend Deleted My World
Gridwalker
My Town, Rebuilt By AI
Synth Portrait
My Friend Deleted My World
Gridwalker
Every Decade On My Face
Synth Portrait
I Aged Myself 60 Years
Last Frame
Every Decade On My Face
Synth Portrait
The City Went Quiet At 3AM
Last Frame
Turning Strangers Into Paintings
Last Frame
My Friend Deleted My World
Gridwalker
Every Decade On My Face
Synth Portrait
72 Hours After The Grid Failed
Last Frame
My Town, Rebuilt By AI
Synth Portrait