Cal AI · B2C · AI calorie tracking app
Have mukbang creators scan their giant meals with a calorie tracker
Didn't work; viewers treat it as a cheat-day treat and avoid calorie info
Failedinfluencerpositioning-niche
What they did
Mukbang creators eat 10,000+ calories in one sitting; the idea was a 'wow factor' of showing how easily the app tracks all that food before they eat it.
What happened
Viewers had no interest in counting calories; the content is consumed as a reward or cheat day fantasy.
In their words
Sub Club by RevenueCat · How Cal AI turned creators into a growth machine — Jake Castillo, Cal AI“But for similar reasons to the UFC fighters, the viewers of these creators had no interest in counting their calories because it just gave them unwanted information.”
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More from this episode
- Cal AI: Ask fitness creators to scan their food with your app in their what-I-eat videosConverted very well and scaled across creators; founder gives no numbers
- Cal AI: Test many video angles with one willing creator, then copy the winner everywhereFound the format that worked, which was then copied across fitness creators
- Cal AI: Give creators an app version that shows your name and logo on screenFounder says it made the message clearer; no numbers
- Cal AI: Keep popups out of creator videos so the core demo plays uninterruptedKept the scan-analyze-result sequence clean; founder says it worked really well
- Cal AI: Add a 'tracked with' caption only when the app appears subtly in the videoCaptions helped subtle videos; left off obvious ones because they cut views
- Cal AI: Sponsor UFC fighters who count every calorie to promote a calorie trackerNo download spike after thousands of dollars; viewers don't want to track
- Cal AI: Pick creators whose comments thank them for help, not ones full of fire emojis
- Cal AI: Sign funny, charismatic creators on cheap deals before their views take offOne creator went from ~10K views to a 7M-view video, then never under 500K
- Cal AI: Pay creators a flat rate set to break even on their average viewsViral hits become pure profit; founder says that's where the real money is
- Cal AI: Never pay creators more per 1,000 views than you earn per 1,000 viewsMeans turning down many creators; no outcome numbers
- Cal AI: Decide which creators to renew with a score built from many metricsHelped untangle attribution with 50-70 creators posting a day; no numbers
- Cal AI: Send creators surprise bonuses when they crush it, even without a bonus clauseFounder says creators referred their friends; no numbers
- Cal AI: Meet a creator's asking price but ask for more videos in return
- Cal AI: Manage hundreds of creators from one automated Google Sheets systemFounder calls it instrumental; avoided a bandwidth bottleneck
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- Cal AI: Start paid ads by running your influencer videos as adsSome results, but well behind dedicated ad creative
- Cal AI: Make separate hard-sell videos for ads instead of reusing subtle organic onesPerformed far better than recycled influencer videos
- Cal AI: Get ad videos from creators paid a share of the ad spend behind themBiggest win since the acquisition; faster sourcing, great ad quality
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- Cal AI: Share your growth wins and failures publicly on X, even if it invites clonesClones and 'Cal AI clone' threads drove traffic back; founder claim
- Cal AI: Charge about $30 a year so your app is the easiest to buyFounder credits it with mass popularity; price tests run but no numbers
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