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

Smart Snow Removal Tool

black ant · 2.2K followers · YouTube · posted Oct 14, 2026 (19d ago)

🔥 mega 298×new this run
Open on YouTube ↗

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

Why it's worth studying

  • 298× the creator's usual views: the format worked, not just the account (🔥 mega outlier).
  • 652.7K views in 19 days, about 33.6K a day.

The 5 tests

Attentionpass

298× the creator's usual

Retentionwarn

33.6K views/day (watch time is private to the creator)

Engagementfail

0.2% 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 home-services score HS4XYnmF80I.

Numbers

652.7K
Views
970
Likes
9
Comments
0.2%
Engagement
(likes + comments) ÷ views
33.6K
Per day
views ÷ age
—
Rise / day
growth since the last run
298×
× 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)
2.2K
Followers
—
Words / min
speaking pace

Script structure

Hook (first 4 seconds)

“Smart Snow Removal Tool”

From the video's own captions.

Caption / description

Smart Snow Removal Tool Discover a practical snow removal tool designed to help clear snow from driveways and outdoor walkways. In this video, a user operates a long-handled snow-clearing device with a wide blue intake head. As the tool moves along the edge of the snow-covered driveway, it collects and throws snow away from the cleared path, helping expose the surface underneath. This type of snow removal equipment can make winter maintenance more efficient by moving snow away from walking and

Found by: youtube #homemaintenance · ID HS4XYnmF80I