My new favorite model.

Published Sep 23, 2026 (1mo ago)·Duration 0:2414

Turn Signal into IdeaInspect Channel

Total Views335.9KPublic count

Public Likes5.0KAudience upvotes

Comments449Discussion threads

Relative Multiplier

1.77×vs typical channel median

Public Engagement

1.63%Reaction ratio

Velocity Pace

8.9Kviews/day average

Ripple21

Ripple Score™ Breakdown

Normal(High Confidence)

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

Pacing Signal+370/hr⚪ Derived lifetime pace

Relative Pull+18.7/40

Multiplier1.77×

Velocity Signal+2.6/30

Daily rate+8.9K/d

Engagement+5.3/15

Reaction rate1.63%

Reach & Age0.65× mult

Age / Reach907h · 0.88× subs

Score Observations:

1.8× channel typical (solid above-average traction)
Derived pacing: +370/hr (0.3× baseline rate, moderate pacing)
1.63% public engagement (healthy industry standard)
Views reached 88% of subscriber base
Published >30 days ago (historical evergreen dampener)

* 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

1.77× typical

This video is outperforming the channel's recent baseline median (189,437 views) by 1.77×.

Performance Comparison

This video evaluated against Theo - t3.gg's typical median baseline (30 recent uploads).

Views Comparison

This Video335.9K

Channel Median189.4K

1.77× typical view count

Engagement Rate

This Video1.63%

Channel Baseline1.94%

Below channel typical interaction rate

Views Accumulation Pace

This Video Pace8.9K/day

Channel Median Pace9.0K/day

Derived velocity rate since upload

Title Structure

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

Length22 chars

Word Count4 words

Uppercase %6%

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.