DreamSeeds · App Research Report · 2026-03-23

ScanWise
Know what's in everything.

On-device AI food and cosmetics label decoder that instantly scans any barcode or ingredient list, rates products against your personal health profile, and flags harmful ingredients — combining food and beauty in one scanner app.

Health & Fitness $7.5B label scanner market Freemium + Subscription food ingredient scanner
🟡
Research Verdict
PAUSE
Validated $1M/mo market with dominant player (Yuka) — differentiation on US product coverage + combined food+beauty needed
7.2
out of 10
01 — Name Research

Candidate names

Recommended
ScanWise
com.scanwise.app
.com ⚠️ Unverified App Store: Likely Clear
Name.com.ioApp Store Clear?Trademark RiskScore
ScanWise ⚠️ Unverified ⚠️ Unverified ✅ Likely Clear Low 8/10
TrueLabel ⚠️ Unverified ⚠️ Unverified ✅ Clear Low 7/10
PureCheck ❌ Taken ❌ Taken ❌ Multiple apps Medium 2/10
IngredientAI ⚠️ Unverified ⚠️ Unverified ✅ Clear Low 6/10
LabelLens ⚠️ Unverified ⚠️ Unverified ⚠️ Some similar names Low 6/10
02 — Market

Market overview

TAM
$7.5B
Food scanner & product safety apps (MarketsandMarkets 2024)
Growth Rate
20% YoY
Year over year
Target User
Health-conscious shoppers and parents scrutinizing food and beauty ingredients

Consumer demand for ingredient transparency is accelerating: 73% of US consumers say they check ingredient labels before buying food, and 64% do the same for cosmetics (Nielsen 2024). Yuka validated the market at massive scale (76M users, est. $1M+/mo revenue) but their database skews heavily European — thousands of US grocery staples return "no data" results. No app combines food and beauty scanning into one personalized scanner. The combined approach eliminates the need for multiple scanner apps and creates a sticky daily habit.

03 — Competition

Top 5 competitors

Monetization model, marketing strategy, and the #1 complaint from users for each.

#1 Yuka ⭐ 4.8 · 76M users
💵 Est. Monthly Revenue

~$1.2M/mo

💰 Monetization
Freemium

Free scanning; premium $14.99/yr for offline mode and full analysis. Built in France — massive European database, weak US coverage. Has both food and cosmetics.

📣 Marketing

Viral TikTok and Instagram food scare content; European media coverage; massive word-of-mouth driven by scan-and-share moments at grocery stores.

😤 #1 Complaint

US product database is terrible — scanning common American grocery items returns "product not found" constantly; the app feels broken in US stores

#2 Open Food Facts ⭐ 4.4 · 2M DL
💵 Est. Monthly Revenue

~$0 (nonprofit)

💰 Monetization
Free / Nonprofit

Completely free, crowdsourced database. Good US coverage but inconsistent data quality; no AI-powered personalization or cosmetic scanning.

📣 Marketing

Open source community, food scientist press coverage, Wikipedia-like reputation. No paid marketing.

😤 #1 Complaint

User-submitted data quality is inconsistent — nutritional values are often wrong or incomplete; no AI to catch errors or personalize results

#3 Fooducate ⭐ 4.5 · 5M DL
💵 Est. Monthly Revenue

~$200K/mo

💰 Monetization
Freemium

Free grading; $4.99/mo premium for full insights. A–F letter grade system for food products. No cosmetics. Grading algorithm feels dated and arbitrary to users.

📣 Marketing

Registered dietitian partnerships, parenting blogs, school nutrition program integrations. Strong US base but slow growth.

😤 #1 Complaint

A–F grading system feels arbitrary and inconsistent — users don't understand why products are graded how they are; no ingredient-level explanation

#4 Think Dirty ⭐ 4.6 · 1M DL
💵 Est. Monthly Revenue

~$80K/mo

💰 Monetization
Freemium

Free scanning; $4.99/mo premium. Cosmetics-only scanner with a 0–10 "Dirty Meter" rating. No food scanning — a separate app is required for food.

📣 Marketing

Clean beauty blogger community, Instagram #cleanliving content, Goop/Well+Good editorial mentions. Strong organic following.

😤 #1 Complaint

Cosmetics-only — users have to switch to a different app to scan food; having two scanner apps is annoying and they abandon one

#5 EWG Healthy Living ⭐ 4.5 · 2M DL
💵 Est. Monthly Revenue

~$150K/mo

💰 Monetization
Freemium

Free with $9.99/mo premium for full database access. Covers food and personal care. EWG's credibility is strong but app interface is cluttered and dated.

📣 Marketing

Environmental health advocacy community, mainstream press (NY Times, WSJ), parent/teacher groups. EWG brand drives downloads.

😤 #1 Complaint

Interface is overwhelming and cluttered — too many rating systems and scores to interpret; feels like reading a government report, not a consumer app

The gap: US-first combined scanner with real personalization

Yuka has 76M users but is frustratingly weak in the US. EWG covers both categories but the UX is terrible. Think Dirty is cosmetics-only. No app combines food and beauty scanning with a strong US product database, on-device AI personalization against user health profiles (allergies, preferences, conditions), and a modern consumer app design. ScanWise wins by building US-first with deep product data and a clean unified scanner experience.

04 — ASO

Keyword strategy

🔴 High volume / High competition — use in description only
food ingredient scanner barcode scanner health clean eating app
🟡 Medium volume / Medium competition — title + subtitle targets
food additive checker cosmetic ingredient safety product health rating
🟢 Low competition / Niche — quick ranking wins
yuka alternative US food and beauty scanner allergen ingredient scanner
ElementRecommended CopyChar Count
App Store TitleScanWise: Food & Beauty Check30/30
SubtitleAI Ingredient Scanner & Ratings30/30
Primary CategoryHealth & Fitness
05 — Scoring

Opportunity score

Market Size
8
Competition Level
6
Differentiation
7
Monetization Clarity
8
Tech Feasibility
7
ASO Opportunity
7
🟡 Overall: 7.2 / 10 — PAUSE

ScanWise is entering a validated market (Yuka's $1.2M/mo proves consumer willingness to pay) with a clear differentiator: US-first product database + combined food and cosmetics + on-device AI personalization. The challenge is product database bootstrapping — a scanner app is only as good as its data, and competing with Open Food Facts and Yuka's 3M+ products requires either licensing a commercial database (e.g. Nutritionix, Edamam) or heavy community bootstrapping. Score stays at PAUSE until a database partnership or licensing strategy is confirmed. Recommended next step: evaluate Nutritionix API ($500–2K/mo) or Open Food Facts data quality for US products.

Biggest RiskBiggest Opportunity
Product database quality is the entire product — bootstrapping a US-competitive barcode database from scratch is expensive and time-consuming; licensing costs could be $500–2K/mo minimum Yuka's US weakness is widely complained about and creates a "Yuka but actually works in America" narrative that's instantly understandable; 76M user base = proven massive demand
06 — Spec

MVP app spec

Register these in App Store Connect before opening Xcode.

Bundle ID and IAP product IDs must be created in App Store Connect first. Mismatches are the #1 cause of upload failures.

Bundle ID — register this first
com.scanwise.app

Register in Apple Developer Portal → Certificates, IDs & Profiles → Identifiers

Monetization
Freemium + Subscription

Free: 10 scans/month. Pro: $4.99/mo or $29.99/yr — unlimited scans, full ingredient analysis, personalized health profile matching, offline mode, cosmetics + food combined.

IAP Product IDs — create in App Store Connect → In-App Purchases
  • com.scanwise.app.pro.monthly — $4.99/month subscription
  • com.scanwise.app.pro.annual — $29.99/year subscription
  • com.scanwise.app.scans.pack — $1.99 one-time 50 extra scans
  • com.scanwise.app.profile.unlock — $2.99 one-time advanced health profile (allergies, conditions, preferences)
Tech Stack
  • iOS 17+, SwiftUI, Swift 6
  • @Observable for state
  • StoreKit 2 for IAP
  • AVFoundation + Vision framework for barcode scanning
  • Nutritionix API or Open Food Facts API for product database; Apple Foundation Models for ingredient AI analysis
Target User
Health-conscious US shopper, 25–45

Spends extra time reading labels at Whole Foods, Target, and Sephora. Has at least one food sensitivity or preference (gluten-free, dairy-free, vegan). Currently uses Yuka but frustrated by missing US products. Also scans skincare and makeup for clean ingredients.

MVP Core Features

#FeatureWhy It MattersSession
1Barcode scanner (food + cosmetics)AVFoundation + Vision barcode detection — single scan mode covers both food and beauty products automaticallyS2
2AI ingredient analysis + safety ratingApple Foundation Models + product database provides instant ingredient-by-ingredient safety breakdown with plain English explanationsS5
3Personal health profile matchingUsers set allergies, diet type, conditions — every scan result is personalized to their specific profile, not generic ratingsS6
4Product history + favoritesScan history lets users recall past products; favorites creates a "trusted products" list for quick shopping decisionsS2
5Camera ingredient OCR (no barcode)Vision framework reads printed ingredient lists from photos — works for products with damaged barcodes or imported itemsS7

9-Session Build Plan

S1
Scaffold + Auth (Sign in with Apple, product database API integration + CloudKit for scan history)
S2
Barcode scanning core — AVFoundation camera, Vision barcode detection, product API lookup, scan history Core Data storage
S3
StoreKit 2 / IAP (monthly + annual subscriptions, scan credits)
S4
Onboarding flow (health profile setup: allergies, diet preferences, health conditions, cosmetic concerns)
S5
Apple Foundation Models AI analysis — ingredient safety scoring, personalized flagging, plain English explanations per ingredient
S6
Health profile matching UI — personalized scan results, "red flags for you" section, alternative product suggestions
S7
OCR ingredient reading — Vision framework text detection from camera for label photos; search by ingredient name
S8
Settings + account management (profile editing, scan history export, subscription status, data privacy controls)
S9
Push notifications + TestFlight upload (product recall alerts, weekly shopping insights digest)
DreamSeeds · App Research · 2026-03-23
ScanWise Score: 7.2/10 PAUSE