1:45Exceptional Outlier

Callam Ingram@callamingram

How to Survive AI Nanobots!

Published Oct 24, 2026 (6d ago)·Duration 1:45

Turn Signal into IdeaInspect Channel

Total Views246.3KPublic count

Public Likes3.5KAudience upvotes

Comments162Discussion threads

Relative Multiplier

48.83×vs typical channel median

Public Engagement

1.48%Reaction ratio

Velocity Pace

35.7Kviews/day average

Ripple87

Ripple Score™ Breakdown

Breakout(High Confidence)

TubeRipple's calculated breakout signal combining relative outperformance, pacing, and audience pull.

Pacing Signal+343/hr🟢 Observed via snapshots

Relative Pull+40.0/40

Multiplier48.83×

Velocity Signal+27.0/30

Daily rate+8.2K/d

Engagement+5.0/15

Reaction rate1.48%

Reach & Age1× mult

Age / Reach166h · 34.65× subs

Score Observations:

48.8× channel typical (exceptional statistical anomaly)
Observed pacing: +343/hr (11.4× baseline rate, moderate pacing)
1.48% public engagement (healthy industry standard)
Views exceed subscriber count by 34.6× (major algorithm recommendation push)
Published 7 days ago (neutral baseline window)

* Ripple Score is TubeRipple's proprietary calculated performance signal based on public video and channel data.

Why is this video working?

Data-driven observations comparing this video's velocity, engagement, and reach against channel baseline parameters.

Strong Relative Performance

48.83× typical

This video is outperforming the channel's recent baseline median (5,045 views) by 48.83×.

High Pacing Velocity

122.7× daily pace

Current velocity of 35,707 views/day is accumulating 122.7× faster than the channel median.

Rapid Early Momentum

7 days old

The video reached breakout velocity (48.83× typical) within just 7 days of release.

Extensive Algorithmic Reach

34.6× subscriber base

Total views (246,332) have surpassed the channel's subscriber base by 34.6×, indicating strong YouTube browse/suggested distribution.

Performance Comparison

This video evaluated against Callam Ingram's typical median baseline (30 recent uploads).

Views Comparison

This Video246.3K

Channel Median5.0K

48.83× typical view count

Engagement Rate

This Video1.48%

Channel Baseline1.62%

Below channel typical interaction rate

Views Accumulation Pace

This Video Pace35.7K/day

Channel Median Pace291/day

Derived velocity rate since upload

Title Structure

Deterministic structural attributes of the video title (statistical metrics without unverified causality claims).

Length27 chars

Word Count5 words

Uppercase %23%

StyleTitle Case

Contains DigitsNo

Question FormatNo

Audience Sentiment & Comment Analysis

Deep comment semantic clustering and creator sentiment analysis will be added in a later phase to conserve public API quota.