0:3996Above TypicalTheo - t3.gg@t3dotgg
If you have a Claude sub, watch this
Published Oct 2, 2026 (4w ago)·Duration 0:3996
Total Views314.6KPublic count
Public Likes5.4KAudience upvotes
Comments694Discussion threads
Relative Multiplier
1.66×vs typical channel medianPublic Engagement
1.93%Reaction ratioVelocity Pace
10.7Kviews/day averageRipple27
Ripple Score™ Breakdown
Normal(High Confidence)TubeRipple's calculated breakout signal combining relative outperformance, pacing, and audience pull.
Pacing Signal+446/hr⚪ Derived lifetime pace
Relative Pull+17.7/40
Multiplier1.66×
Velocity Signal+3.2/30
Daily rate+10.7K/d
Engagement+5.9/15
Reaction rate1.93%
Reach & Age0.82× mult
Age / Reach706h · 0.83× subs
Score Observations:
- 1.7× channel typical (solid above-average traction)
- Derived pacing: +446/hr (0.4× baseline rate, moderate pacing)
- 1.93% public engagement (healthy industry standard)
- Views reached 83% of subscriber base
- Published 29 days ago (mature velocity decay)
* 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
1.66× typicalThis video is outperforming the channel's recent baseline median (189,437 views) by 1.66×.
Performance Comparison
This video evaluated against Theo - t3.gg's typical median baseline (30 recent uploads).
Views Comparison1.66× typical view count
This Video314.6K
Channel Median189.4K
Engagement RateBelow channel typical interaction rate
This Video1.93%
Channel Baseline1.94%
Views Accumulation PaceDerived velocity rate since upload
This Video Pace10.7K/day
Channel Median Pace9.0K/day
Title Structure
Deterministic structural attributes of the video title (statistical metrics without unverified causality claims).
Length36 chars
Word Count8 words
Uppercase %7%
StyleSentence 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.