The on-device nutrition label scanner that logs calories and macros straight to Apple Health — shipping before WWDC 27.
| Name | .com | .io | App Store Clear? | Trademark Risk | Score |
|---|---|---|---|---|---|
| NutriLens | ⚠️ Parked | ✅ Available | ✅ Clear | Low | 8/10 |
| LabelLens | ✅ Available | ✅ Available | ✅ Clear | Low | 7/10 |
| MacroScan | ⚠️ Unverified | ✅ Available | ✅ Clear | Low | 7/10 |
| LabelAI | ⚠️ Taken | ✅ Available | ✅ Clear | Medium | 6/10 |
| Nutri Snap | ✅ Available | ✅ Available | ✅ Clear | Low | 6/10 |
Note: "NutriScan" exists as a competing iOS app and should be avoided. "NutriLens" is unique in the App Store and the .io domain is open; the .com appears parked and would require outreach. For launch we recommend going with the .io or nutrilens.app.
On April 16–17, 2026, code leaks confirmed Apple is building nutrition-label scanning directly into iOS 27 Visual Intelligence, feeding scanned data straight into Apple Health — shipping with the iPhone 18 launch in September 2026. WWDC on June 8 will make the feature the most-searched health keyword of the year. Meanwhile MyFitnessPal has alienated its free user base: barcode scanning went behind a paywall in 2022, Premium is now $19.99/month ($79.99/yr), Premium+ is $24.99/month, and the app sits at a 1.5-star Trustpilot rating with a still-remembered 2018 breach affecting 150M users. Yuka (80M+ users globally) proved appetite for clean scanner UX but doesn't log to Apple Health. NutriLens threads the needle: ship an on-device, Apple-Health-native scanner before Apple makes it a system feature, own the "nutrition scanner" and "scan food label" keywords during the WWDC news cycle, and convert MFP refugees with a one-time $4.99 unlock instead of $19.99/mo.
Monetization model, marketing strategy, and the #1 complaint from users for each.
$20M+/mo
Premium $19.99/mo or $79.99/yr. Premium+ $24.99/mo. Barcode scanner paywalled in 2022. Ads on free tier.
Under Armour acquisition legacy, massive SEO footprint on "calorie counter", influencer gym partnerships, PR around macros.
1.5-star Trustpilot rating — price hikes, paywalled barcode scanner, bloated UI, user-submitted database errors, Apple Health sync misses timestamps and food names.
$2.5M/mo
Free scanning. Optional ~$15/yr membership unlocks offline mode. 4M-product DB. 3M downloads/mo (early 2026).
Independence/anti-additive narrative, viral TikTok scan reactions, word-of-mouth in EU, press coverage on Nutri-Score.
Scans barcodes, not labels — scores products by additives but doesn't log calories or macros and doesn't write to Apple Health. "Feels like a rating app, not a tracker."
$5M+/mo
$9.99/mo, $39.99/yr. Hard paywall after onboarding. Relies on cloud GPT-Vision calls (10–50¢/scan cost).
TikTok "what I eat in a day" UGC, heavy Apple Search Ads on "calorie counter AI", college-student influencer program.
Photo-based calorie estimates are wildly inaccurate for packaged foods. Label-scan mode hallucinates values. No on-device option — privacy concerns.
$180K/mo
Free barcode scanning with letter grades. $6.99/mo or $39.99/yr for macro tracking and meal planner.
Dietitian partnerships, diabetes/PCOS community presence, legacy SEO from 2011 launch, sponsored content on WebMD.
UI feels dated, slow barcode lookups, database has gaps on smaller/regional brands. No direct Apple Health write for macros without premium.
$40K–80K/mo each
3-day free trial → $6.99–$12.99/mo. Cloud OCR + GPT-4 calls. Paywalled after 3 scans. Heavy dark-pattern churn.
Apple Search Ads bidding, TikTok creators, knock-off Cal AI positioning, weight-loss and GLP-1 community targeting.
Predatory paywall after 3 free scans. Sends label photos to external servers. No Apple Health write. Users report sub-charges they didn't realize they opted into.
Every current label scanner either (a) charges $10–20/mo with cloud GPT calls and no Apple Health write, or (b) rates products rather than logs them. MyFitnessPal owns "tracking" but has punished its base and has no label-scan mode. Yuka owns "scanning" but doesn't track. Cal AI owns "AI" but hallucinates values on packaged foods. NutriLens owns the missing workflow: point camera at label → on-device Vision extracts 12 core nutrients → Foundation Models normalizes serving size → one-tap write to Apple Health. Zero cloud, zero $/scan, zero subscription for the first 5 scans/day. When Apple ships the same flow in iOS 27 (Sept), NutriLens is already ranking on every keyword Apple's PR will activate.
| Element | Recommended Copy | Char Count |
|---|---|---|
| App Store Title | NutriLens: Label Scanner | 25/30 |
| Subtitle | Scan nutrition, log to Health | 29/30 |
| Primary Category | Health & Fitness | — |
The iOS 27 Visual Intelligence leak is a two-month PR runway ASO tailwind that only arrives once. Tech is easy (VNRecognizeTextRequest + Foundation Models + HealthKit, zero backend cost). Monetization is clear ($4.99 one-time unlock + $2.99/mo for unlimited scans) and undercuts MFP's $19.99/mo by 85%. Competitors are either hated (MFP), mis-positioned (Yuka), or hallucinating (Cal AI). Risk is real — Apple itself will ship this feature in Sept 2026 — but first movers that ship 3+ months before Apple's system feature usually keep 20–40% of the keyword share long-term (see: Magnifier apps, QR readers, unit converters). Ship in May, ride the WWDC 27 news cycle, lock in ASO rank before Sept.
| Biggest Risk | Biggest Opportunity |
|---|---|
| Apple's own Visual Intelligence label scan ships in iOS 27 (Sept 2026) and is free + native. NutriLens must offer meaningfully more (meal history, streaks, Siri/Shortcut chaining, widgets, barcode+label combo) or get commoditized within 6 months of iOS 27 GA. | Two-month pre-WWDC window + three-month pre-GA window = five months of "nutrition scanner" ASO ownership during peak Apple PR cycle. MFP's 1.5-star Trustpilot creates massive refugee flow willing to pay once instead of subscribe. On-device + privacy is a genuine moat vs Cal AI / NutriScan cloud stack. |
Bundle ID and IAP product IDs must be created in App Store Connect first. Mismatches are the #1 cause of upload failures.
com.dreamseeds.nutrilensRegister in Apple Developer Portal → Certificates, IDs & Profiles → Identifiers
5 scans/day free. $4.99 one-time unlock for unlimited scans. $2.99/mo (or $19.99/yr) for AI insights + meal history beyond 30 days.
Adult 18–45 tracking calories + macros for fitness, PCOS, diabetes, or GLP-1. Frustrated by MFP pricing, distrustful of cloud AI scanners, already uses Apple Health.
| # | Feature | Why It Matters | Session |
|---|---|---|---|
| 1 | On-Device Label Scanner | Point camera at nutrition label → Vision OCR extracts serving size, calories, 12 macros. Zero cloud, zero latency, zero $/scan. | S2 |
| 2 | Serving-Size Normalizer (AI) | Foundation Models converts "28g (about 13 chips)" into user-entered portion. Solves #1 complaint of cloud competitors (hallucinated servings). | S3 |
| 3 | One-Tap Apple Health Write | Writes calories, protein, carbs, fat, fiber, sugar, sodium, 6 more nutrients with correct timestamp and food name — fixes MFP's documented sync issues. | S4 |
| 4 | Meal History + Streaks | Last 30 days free, full history behind $2.99/mo. Daily streak and macro rings for habit formation. | S5 |
| 5 | Barcode + Label Combo Scan | Fallback to OpenFoodFacts barcode lookup when label is torn/obscured. Differentiator vs Apple's eventual Visual Intelligence (label-only). | S7 |