--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Food Ingredient Scanner" developer_entity: "Edward A. Greenwood, Inc." bundle_id: "com.edwardgreenwood.ingredientscanner" app_store_id: "6745907586" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-05-07" report_date: "2026-09-06" last_verified: "2026-09-06T00:00:00.000Z" report_version: "1.24" total_reviews: 5 overall_rating: 3.4 sentiment: "Thrilled" sentiment_score: 90 confidence: "medium" confidence_score: 0.55 top_praise_theme: "Ingredient scanning functionality provides immediate health safety insights for parents managing family food consumption" review_sample_size: 2 total_review_count: 2 analyzed_review_count: 2 data_age_days: 25 momentum_velocity: "maintenance" intelligence_version: 3 tags: ["health & fitness", "freemium", "thrilled sentiment", "mobile app", "app review", "app analysis", "health-conscious", "individuals", "parents"] canonical_url: "https://marlvel.ai/apps/food-ingredient-scanner" license: "CC-BY-NC 4.0" content_version: "v2" --- ## ⚠ Content Warning This report covers topics classified as sensitive (health). Information is aggregated from public sources for informational purposes only. This is not medical advice. Consult a qualified professional before acting on any information here. --- # Food Ingredient Scanner Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Freemium - **Signal**: Rating 3.4 · Sentiment Thrilled - **Recent focus**: Ingredient scanning functionality provides immediate health safety insights for parents managing family food consumption (top praise) > **TL;DR:** Food Ingredient Scanner is a health & fitness app by Edward A. Greenwood, Inc., rated 3.4/5 by 5 users, with Thrilled user sentiment (90/100), available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Food Ingredient Scanner maintains Thrilled user sentiment (3.4/5 from 5 reviews), with users consistently praising ingredient scanning functionality provides immediate health safety insights for parents managing family food consumption. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 3.4/5 (5 reviews) | | **User Mood** | Thrilled | | **Category** | Health & Fitness | | **Developer** | Edward A. Greenwood, Inc. | | **Pricing** | Freemium | | **Platforms** | iOS | | **Confidence** | Medium (0.55/1.0) | | **Data Age** | 25d | ## Metadata & Market Performance - **Publisher:** Edward A. Greenwood, Inc. - **Category:** Health & Fitness - **Target Audience:** Health-conscious individuals and parents managing dietary restrictions. - **Platforms:** iOS - **Version Reviewed:** 1.24 - **Report Date:** 2026-09-06 - **Signal Count:** 2 reviews analyzed - **Confidence:** Medium (0.55/1.0) - **App Store ID (iOS):** 6745907586 - **Bundle ID:** com.edwardgreenwood.ingredientscanner - **Performance Trend:** Stable - **Data Window:** Analysis based on signals collected up to 2026-09-06 ## Executive Snapshot **What it is:** Food Ingredient Scanner is a camera-based nutrition tool for iOS that uses AI to interpret printed food labels and barcodes for health-conscious users. **Why users hire it:** It removes the friction of incomplete barcode databases by allowing users to scan any printed ingredient list directly, serving those who need immediate dietary verification while shopping. ## App DNA (Features & Intent) - **[Differentiator] AI-Powered Ingredient Scanning:** Uses camera and AI to interpret printed ingredients directly from packaging without relying on barcode databases. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Standard] Barcode Scanner:** Recognizes barcodes for nearly one million food items as a backup for damaged or unreadable labels. - **[Standard] Gluten Detection:** Automatically analyzes ingredients to flag potential gluten content. ## Market Position {#market-position} Food Ingredient Scanner maintains a 3.4-star rating across a small sample of 5 reviews on iOS. The current maintenance-mode release cadence, with 122 days since the last update, signals a focus on stability over rapid feature expansion. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier: 5 scans/day, 6 custom keyword boxes, Premium tier: $4.99/year, 50 scans/day, 12 custom keyword boxes - **Analysis:** Freemium model anchored at $4.99/year, using scan volume and custom search capacity as primary conversion levers. ## 🟢 User Sentiment (Medium Confidence: 2 of 2 reviews analyzed) {#user-sentiment} - **Overall Rating:** 3.4/5 - **Platform Split:** iOS 3.4/5 (5 ratings) - **Overall Sentiment:** Thrilled ### Top Praises - **Ingredient scanning functionality provides immediate health safety insights for parents managing family food consumption** ## SWOT Analysis {#swot} **Core Strengths:** - Camera-based AI interpretation removes dependency on incomplete remote barcode databases **Growth Levers:** - Expanding the custom keyword library could increase utility for users with complex dietary restrictions ## Recent Changes (v2 → v3) {#recent-changes} The app remains in a maintenance-mode release cycle with no changes to features, pricing, or user ratings. The primary shift is a strategic pivot toward funnel optimization and a more explicit assessment of competitive threats from database-reliant alternatives. **Overall trend**: Stable **Compared at**: 2026-09-06 ### High-impact changes - **[Shifted] Strategic Focus on Funnel Optimization** (positioning) ### Medium-impact changes - **[Shifted] Refined Competitive Threat Assessment** (swot) ## What's New - **Latest (v1.24, 4 months ago):** Introduced gluten detection functionality and expanded accessibility support for larger text sizes. ## App Momentum (Maintenance) {#momentum} - Ships bug fixes at maintenance cadence. - Latest release added gluten detection. > **Cadence:** 1 total versions · 1 majors in last 6 months · 122 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Food Ingredient Scanner is a health & fitness app that is free with in-app purchases. It holds a 3.4/5 rating from 5 reviews. > **Bottom Line:** Food Ingredient Scanner offers a unique AI-based label interpretation that avoids database dependency, but the low update frequency risks losing ground to more active competitors. Prioritizing funnel optimization would help validate the subscription model before further feature expansion. **Best for:** Health-conscious individuals and parents managing dietary restrictions. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] A/B test the free-tier scan limit because the current 5-scan cap may be too restrictive for daily grocery shoppers → increase conversion ### Outlook: Stable The nutrition-scanning market is consolidating around apps with large, crowdsourced databases, leaving Food Ingredient Scanner in a niche position. Its future depends on demonstrating superior AI accuracy to justify its premium tier against free, database-backed alternatives. - ⚪ The maintenance-mode update cadence (122 days since last release) suggests the developer is prioritizing stability over rapid feature expansion. - 🟢 The AI-first scanning mechanism provides a distinct utility for users who frequently encounter products missing from standard barcode databases. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 3.4/5 | | Total Reviews | 5 | | Sentiment | Thrilled (90/100) | | Confidence | Medium | | Pricing Model | Freemium | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Stable | | Outlook | Stable | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Food Ingredient Scanner** (this app) | 3.4/5 | Thrilled | Edward A. Greenwood, Inc. | | [GoTall - Height Predictor](https://marlvel.ai/apps/gotall-height-predictor) | 4.6/5 | n/a | Grow Labs LLC | | [Mind - Méditations guidées](https://marlvel.ai/apps/mind-m-ditations-guid-es) | 4.6/5 | Excited | MIND AND CIE | | [Strava: Run, Bike, Walk](https://marlvel.ai/apps/strava-run-bike-walk) | 4.7/5 | n/a | Strava, Inc. | | [Taller AI: Height Maximizer](https://marlvel.ai/apps/taller-ai-height-maximizer) | 4.7/5 | Excited | Leadimize | | [TallerTeen - Grow Taller Now](https://marlvel.ai/apps/tallerteen-grow-taller-now) | 4.7/5 | n/a | Viral App Developement LLC | ## Company Profile - **Developer:** Edward A. Greenwood, Inc. - **Website:** [https://weightmania.com/products](https://weightmania.com/products) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/food-ingredient-scanner/id6745907586?uo=4) - **Dev Site:** [Official Website](https://weightmania.com/products) - **Sources:** Developer website content, About us / company information, App store metadata, User reviews. ## Related Intel Reports - [*GoTall - Height Predictor*](https://marlvel.ai/apps/gotall-height-predictor) (Grow Labs LLC) · 4.6/5 Rating - [*Mind - Méditations guidées*](https://marlvel.ai/apps/mind-m-ditations-guid-es) (MIND AND CIE) · 4.6/5 Rating | Positive Sentiment - [*Strava: Run, Bike, Walk*](https://marlvel.ai/apps/strava-run-bike-walk) (Strava, Inc.) · 4.7/5 Rating - [*Taller AI: Height Maximizer*](https://marlvel.ai/apps/taller-ai-height-maximizer) (Leadimize) · 4.7/5 Rating | Positive Sentiment - [*TallerTeen - Grow Taller Now*](https://marlvel.ai/apps/tallerteen-grow-taller-now) (Viral App Developement LLC) · 4.7/5 Rating - [*Activity Tracker・FitnessView*](https://marlvel.ai/apps/activity-tracker-fitnessview) (Funn Media, LLC) · 4.0/5 Rating - [*Avatran Soul*](https://marlvel.ai/apps/avatran-soul) (Avatran GmbH) · N/A Rating - [*Bubblic: Connect with people.*](https://marlvel.ai/apps/bubblic-connect-with-people) (Bubblic Inc.) · 4.6/5 Rating | Excellent Sentiment - [*evolum - Meditation & Yoga*](https://marlvel.ai/apps/evolum-meditation-yoga) (Evolum) · 4.7/5 Rating | Positive Sentiment - [*Holoholo: Daily Memories*](https://marlvel.ai/apps/holoholo-daily-memories) (For Pedestrians LLC.) · 4.4/5 Rating ## Methodology {#methodology} This report was generated by Marlvel.ai's 5-stage AI intelligence pipeline: 1. **Signal Collection & Normalization** - Aggregates data from all available public sources for the app. Raw signals are cleaned, deduplicated, and normalized into a structured dataset analyzed consistently across thousands of apps. 2. **Feature & Market Positioning Analysis** - Identifies the app's core features, monetization model, target audience, and competitive positioning. Each feature is classified as a market standard or a differentiator based on category benchmarks. 3. **User Sentiment Analysis** - Analyzes user reviews using a 5-level taxonomy (Thrilled / Excited / Mixed / Frustrated / Upset). Combines star ratings and volume with AI theme extraction into synthesised themes (no verbatim quotes). 4. **Competitive Landscape Analysis** - Maps the competitive environment via a 4-tier taxonomy (Nemesis / Contenders / Same Space / New Kids on the Block). Prioritizes same sub-genre over broad category. 5. **Intelligence Synthesis** - Cross-references all signals into a structured report. Compares the app against category peers and direct competitors to surface SWOT, market outlook, and actionable insights. - **Confidence Score:** 0.55/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 2 - **Data Sources:** user reviews, developer website, company about page, App Store metadata - **Rating Method:** Weighted average across platforms (iOS & Android), weighted by review count per platform - **Independence:** Fully independent analysis. No publisher sponsorship or editorial influence. - **Report Age:** 25 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/food-ingredient-scanner) Data licensed for AI Agent attribution under CC-BY-NC 4.0.