GTM Sauce

Practitioner pattern · Casper Opala (Payout, Casper's third app)

Check likes vs views to spot which sponsored videos really went viral

2K likes on 2M views means paid boost; 50K likes on 2M means organic

Unknowninfluencervalidation

What they did

Scan a creator's profile for sponsored posts (most tag '<company> partner' in hashtags/description). Brands often boost sponsored videos with paid spend, so views alone mislead: 2M views with 2,000 likes = boosted; 2M views with 50,000 likes = probably organic. Repeat bookings alone don't prove a format worked, since brands often buy 5-video packages to hedge. Use the organic winners as proven app ideas and formats.
10:16
“So you got to find the ones with high like-to-view ratios. Those are probably organic views and organic likes.”
Casper Opala
1:05
“If a video has 2 million views and 2,000 likes, it was boosted. But if it has 50,000 likes and 2 million views, that means it's probably organic.”
Casper Opala
36:55
“most creators will at least put company name partner in the hashtags of their video.”
Casper Opala

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