OpenAI fights back

Published Sep 29, 2026 (1mo ago)·Duration 0:1859

Turn Signal into IdeaInspect Channel

Total Views321.0KPublic count

Public Likes5.3KAudience upvotes

Comments598Discussion threads

Relative Multiplier

1.69×vs typical channel median

Public Engagement

1.85%Reaction ratio

Velocity Pace

10.1Kviews/day average

Ripple21

Ripple Score™ Breakdown

Normal(High Confidence)

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

Pacing Signal+421/hr⚪ Derived lifetime pace

Relative Pull+18.0/40

Multiplier1.69×

Velocity Signal+3.0/30

Daily rate+10.1K/d

Engagement+5.7/15

Reaction rate1.85%

Reach & Age0.65× mult

Age / Reach762h · 0.84× subs

Score Observations:

1.7× channel typical (solid above-average traction)
Derived pacing: +421/hr (0.4× baseline rate, moderate pacing)
1.85% public engagement (healthy industry standard)
Views reached 84% 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

1.69× typical

This video is outperforming the channel's recent baseline median (189,437 views) by 1.69×.

Performance Comparison

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

Views Comparison

This Video321.0K

Channel Median189.4K

1.69× typical view count

Engagement Rate

This Video1.85%

Channel Baseline1.94%

Below channel typical interaction rate

Views Accumulation Pace

This Video Pace10.1K/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).

Length18 chars

Word Count3 words

Uppercase %19%

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.