Viral Scout
Public demo with sample data: two example businesses, real public YouTube posts. Read-only. Source on GitHub
← language-school

POV: I’m obsessed with this English learning app #LearnEnglish #English #SpeakEnglish #StudyEnglish

Marianne · 273 followers · YouTube · posted Oct 24, 2026 (9d ago) · 19 s

🔥 mega 309×
Open on YouTube ↗

Played through the platform's official embed. Study the format; never reuse the footage.

Why it's worth studying

  • 309× the creator's usual views: the format worked, not just the account (🔥 mega outlier).
  • 84.4K views in 9 days, about 9.2K a day.

The 5 tests

Attentionpass

309× the creator's usual

Retentionwarn

9.2K views/day (watch time is private to the creator)

Engagementfail

0.5% liked or commented

Actionwarn

no spoken call to action detected (clicks and follows are private)

Business impactn/a

CPA, ROAS and profit are private. Measure on your own posts and ads (Your performance).

For someone else's video these use public signals; watch time, clicks and sales stay private to the creator.

Creative scorecard (100 points)

Not scored yet. The AI step scores the strongest posts on 20 criteria (100 points). In Claude Code run /viral-scout language-school score rMWlVReAco4.

Numbers

84.4K
Views
387
Likes
8
Comments
0.5%
Engagement
(likes + comments) ÷ views
9.2K
Per day
views ÷ age
—
Rise / day
growth since the last run
309×
× usual
vs the creator's median post
—
Percentile
of the creator's recent posts it beats
—
× niche
vs the run's median views/day
—
× pace
vs the creator's usual views/day (YouTube API)
273
Followers
—
Words / min
speaking pace

Growth across runs

84,31084,36884,426Nov 3, 1 AM: 84,320Nov 3, 1 AM: 84,416Nov 3, 1 AM: 84,386Nov 3, 1 AM: 84,416Nov 3, 2 AM: 84,416Nov 3, 1 AMNov 3, 2 AM

AI breakdown (from the ideas notes)

2026-11-02

list, mistake call-out: POV skit · "Did you know…?": "just kidding" twist · viewers test themselves on each word: short, absurd and rewatchable

Found by: re-check · ID rMWlVReAco4