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7/10

MyBite AI

mybite.site

Does MyBite AI have a moat?

No.

5/100 · Moatless

“A photo calorie tracker with 3 App Store ratings, up against Cal AI's $30M+ a year. A clone ships in a week and nothing holds users.”

Code to copy

a week

Moat to cross

none

Market

Crowded market

Share on X
Moat depth
MoatlessShallowReal

Revenue not verified. Founders can list on TrustMRR to show it here.

01/The verdict

An iPhone app from JD International LLC that estimates calories from meal photos, with a virtual pet called Bitey and a GLP-1 angle. Consumers pay $7.99 to $9.99 a month or $29.99 to $39.99 a year.

The product is a vision-model call wrapped in a logging app and a cute pet, and dozens of near-identical apps already exist. On the US App Store it has 3 ratings, it's iPhone only, and we found no founder audience, funding, press or proprietary food data. Users can switch to Cal AI, MyFitnessPal or a free ChatGPT photo prompt in minutes.

02/Moats

No moats found. Nothing here would take a good clone longer than a week.

03/The gap

Easy to copy

  • Photo-to-macros estimation is a GPT-4o or Gemini vision call that any developer can wire up in a day
  • The Bitey pet and streaks are a few days of design work
  • GLP-1 positioning is marketing copy that MeAgain, Pep and Cal AI already use
  • The pricing ($29.99 a year) is easy to undercut, and ChatGPT does this for free

How you'd go after it

  • Outspend it on TikTok UGC and influencer funnels, the channel that took Cal AI to over 5 million downloads
  • Ship on Android too, which MyBite doesn't support
  • Go deeper on GLP-1 with shot logs, side effects and protein targets for muscle loss, and sell through clinics or telehealth partners
  • Offer a free tier with no paywall, funded by a cheap vision model, and pull users away from its trial

04/Build against it?

Stay away

This is one of the most cloned app categories, Cal AI already owns it, and growth comes down to paid UGC budgets. Only enter if you already have a large TikTok or creator distribution engine, or a clinical GLP-1 partner channel.

Already selling this:Cal AIMyFitnessPalLose It! (Snap It)SnapCalorieFoodvisorBite AI

05/Receipts

Checked 1h ago by Claude Opus 5.5 on high effort, with web search. Confidence: high.

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