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MediumMobile AppFrontierClear niche and buyerAI model/API accessPayments via RevenueCat
Verified

AI Grocery Ingredient Scanner

Label AI turns any grocery barcode into a personalized health analysis — scan a product, get an AI breakdown of ingredients and additives matched to y…

In plain English

Label AI scans a grocery barcode and gives a health breakdown of the ingredients and additives. It matches the result to the user's own health goals. The seller reports 24,765 registered users. TrustMRR shows about $308 a month in recurring revenue. The AI reads the labels, while the owner grows the app.

Automation85%
Startup cost~$99
Time to first $Not disclosed
Monthly range*$308 MRR

~$308 MRR; $108 verified revenue last 30 days (TrustMRR/RevenueCat, Oct 29, 2026)

DifficultyMedium
SourceTrustMRR - Label AI: Ingredient Scanner ↗

Operator: Not disclosed on TrustMRR

Verified

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

Apple Developer $99/yr; other costs not disclosed.

The tool stack

RevenueCat ↗
Free up to $2.5k MTR

Mobile subscriptions

 OpenAI API ↗
Pay per token

LLM / vision

 App Store ↗
$99/yr

iOS distribution

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

Label AI turns any grocery barcode into a personalized health analysis — scan a product, get an AI breakdown of ingredients and additives matched to your specific health conditions and goals. 24,765 registered users, 30,250 scans, 4.5★ from 148 US ratings. ~99% gross margin — AI inference costs under $3/month on a serverless AWS backend. Freemium via RevenueCat. Includes a ~21,000-product cached database and growing.

Operator: Not disclosed on TrustMRR. Category on TrustMRR: Health & Fitness. Website: https://apps.apple.com/app/id6737720734

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

Realistic income

TrustMRR (checked Oct 29, 2026) shows about $308 MRR and $108 in RevenueCat-verified revenue over the last 30 days, $11,328 verified over its tracked history. 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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