PrintCash with AI
MediumMobile AppFrontierClear niche and buyerAI model/API accessPayments via App Store
Verified

AI Photo Calorie Counter App

AI calorie and macro estimates from a meal photo, barcode or typed description; iPhone app sold through the App Store.

In plain English

Munoo is an iPhone app that counts calories from a photo of your meal. You can also scan a barcode or just type what you ate. It estimates calories, protein, fat and carbs and shows what is left for the day. People pay inside the app.

Automation85%
Startup costNot disclosed
Time to first $Not disclosed
Monthly range*$279 Last 30 days

$279 verified revenue last 30 days; $279 all time (TrustMRR/App Store, Nov 1, 2026)

DifficultyMedium
SourceTrustMRR - Munoo ↗

Operator: Ilya Mudry

Verified

Revenue independently checked: documents reviewed by a publication, or a public dashboard.

Not disclosed.

The tool stack

App Store ↗
$99/yr

iOS distribution

 OpenAI API ↗
Pay per token

LLM / vision

Prices are the vendors' published list prices as researched in Oct 2026 and change often — always check the vendor's pricing page.

Step-by-step setup

  1. Pick one daily job (capture, transcribe, convert).
  2. AI does the heavy lifting on device or via API.
  3. Subscription after a free trial.
  4. App Store search + organic short-form content.

What's automated vs. the human 15%

The machine does

  • Core AI generation/analysis
  • Billing and onboarding

You still do

  • Product quality and support
  • Distribution and marketing
  • Compliance and edge cases

Overview

AI calorie and macro estimates from a meal photo, barcode or typed description; iPhone app sold through the App Store.

Operator: Ilya Mudry. Category on TrustMRR: Artificial Intelligence. Website: https://munoo.web.app/

Estimated split: about 85% of the work automated, 15% human.

Realistic income

TrustMRR (checked Nov 1, 2026) shows $279 in App Store-verified revenue over the last 30 days and $279 over its tracked history. It showed no active monthly subscriptions, so most sales are one-off payments or credits. This is one operator’s result, often after months or years of work, and doesn’t predict yours. Check the live listing — numbers change.

Risks

  • Platform fees and review rules.
  • Big apps may add the same feature.
  • Startup cost and time to first dollar are not disclosed.

*Income figures are illustrative ranges based on public pricing and typical outcomes reported by practitioners, not guarantees. Most new online businesses earn little or nothing at first. Not financial, legal or tax advice.

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