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

English Vocabulary Improvements| English speaking practice #englishvocabulary #learnenglish #vocabs

daily_english_boost444 · 7.5K followers · YouTube · posted Oct 16, 2026 (18d ago) · 23 s

🔥 mega 60×
Open on YouTube ↗

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

Why it's worth studying

  • 60× the creator's usual views: the format worked, not just the account (🔥 mega outlier).
  • 449.6K views in 18 days, about 25.4K a day.

The 5 tests

Attentionpass

60× the creator's usual

Retentionwarn

25.4K views/day (watch time is private to the creator)

Engagementfail

0.0% 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 2QNYJaU49wQ.

Numbers

449.6K
Views
—
Likes
32
Comments
0.0%
Engagement
(likes + comments) ÷ views
25.4K
Per day
views ÷ age
—
Rise / day
growth since the last run
60×
× 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)
7.5K
Followers
—
Words / min
speaking pace

Growth across runs

427,149449,631472,113Nov 3, 1 AM: 449,631Nov 3, 1 AM: 449,631Nov 3, 1 AM: 449,631Nov 3, 2 AM: 449,631Nov 3, 1 AMNov 3, 2 AM

Found by: re-check · ID 2QNYJaU49wQ