--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Read the Labels - Food Scanner" developer_entity: "Smiley Solutions LLC" bundle_id: "ReadTheLabelScanner" app_store_id: "6738658640" google_play_id: "com.readthelabelscanner" category: "Food & Drink" primary_platform: "ios" primary_monetization: "Subscription" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-04-06" report_date: "2026-07-30" last_verified: "2026-07-30T00:00:00.000Z" report_version: "1.15" total_reviews: 571 overall_rating: 4.6 sentiment: "Excited" sentiment_score: 75 confidence: "high" confidence_score: 0.7 top_praise_theme: "Barcode scanning and ingredient analysis provide immediate clarity on food quality for health-conscious shoppers" top_complaint_theme: "Frequent application crashes during launch and navigation disrupt the shopping experience for active subscribers" review_sample_size: 49 total_review_count: 49 analyzed_review_count: 49 data_age_days: 21 momentum_velocity: "maintenance" intelligence_version: 4 nemesis: "Bobby Approved - Food Scanner" competitor_count: 4 tags: ["food & drink", "subscription", "excited sentiment", "mobile app", "app review", "app analysis", "health-conscious", "grocery", "shoppers"] canonical_url: "https://marlvel.ai/apps/readthelabelscanner" license: "CC-BY-NC 4.0" content_version: "v2" --- # Read the Labels - Food Scanner Intelligence Report ## TL;DR {#tldr} - **Category**: Food & Drink · Subscription - **Signal**: Rating 4.59 · Sentiment Excited - **Recent focus**: Frequent application crashes during launch and navigation disrupt the shopping experience for active subscribers (top complaint) · Barcode scanning and ingredient analysis provide immediate clarity on food quality for health-conscious shoppers (top praise) > **TL;DR:** Read the Labels - Food Scanner is a food & drink app by Smiley Solutions LLC, rated 4.59/5 by 571 users, with Excited user sentiment (75/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Read the Labels - Food Scanner maintains Excited user sentiment (4.59/5 from 571 reviews), with users consistently praising barcode scanning and ingredient analysis provide immediate clarity on food quality for health-conscious shoppers. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.59/5 (571 reviews) | | **User Mood** | Excited | | **Category** | Food & Drink | | **Developer** | Smiley Solutions LLC | | **Pricing** | Subscription | | **Platforms** | iOS & Android | | **Confidence** | High (0.7/1.0) | | **Data Age** | 21d | ## Metadata & Market Performance - **Publisher:** Smiley Solutions LLC - **Category:** Food & Drink - **Target Audience:** Health-conscious grocery shoppers looking to identify and avoid specific food ingredients. - **Platforms:** iOS & Android - **Version Reviewed:** 1.72 - **Report Date:** 2026-07-30 - **Signal Count:** 49 reviews analyzed - **Confidence:** High (0.7/1.0) - **App Store ID (iOS):** 6738658640 - **Bundle ID:** ReadTheLabelScanner - **Google Play ID:** com.readthelabelscanner - **Performance Trend:** Declining - **Data Window:** Analysis based on signals collected up to 2026-07-30 - **Short Description:** Created by Jen Smiley. Download today and start eating clean. ## Executive Snapshot **What it is:** Read the Labels - Food Scanner is a barcode-scanning utility for iOS and Android that categorizes food ingredients for health-conscious shoppers. **Why users hire it:** It removes the cognitive load of reading nutrition labels by providing a binary clean or unclean verdict on grocery products. ## App DNA (Features & Intent) - **[Standard] Barcode Scanner:** Uses camera to identify food products and display ingredient quality ratings * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] Ingredient Analysis:** Categorizes ingredients as good, okay, or bad to inform purchasing decisions - **[Standard] Product Search:** Allows users to search thousands of brands for clean eating options * *User Intent:* Users want to quickly find relevant content or features. ## Market Position {#market-position} Read the Labels - Food Scanner holds a #62 Grossing position in the US Food & Drink category. The gap between its utility-first value and the scale of influencer-led rivals like Bobby Approved signals a need for community-driven data growth to defend its market share. ## Monetization Strategy - **Model:** Subscription - **Tiers:** Free tier with limited functionality, Monthly subscription at $4.99/month, Yearly subscription at $29.99/year - **Analysis:** Subscription model anchored at $29.99/year, gating access to full ingredient transparency features. ## 🟢 User Sentiment (High Confidence: 49 of 49 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.59/5 - **Platform Split:** iOS 4.6/5 (239 ratings) | Android 4.6/5 (332 ratings) - **Overall Sentiment:** Excited ### Top Praises - **Barcode scanning and ingredient analysis provide immediate clarity on food quality for health-conscious shoppers** - **Community-driven database expansion allows users to upload missing products via photos to improve future accuracy** - **Educational breakdown of specific ingredients helps users understand why products are classified as clean or unclean** ### Top Complaints (Impact Areas) - **Frequent application crashes during launch and navigation disrupt the shopping experience for active subscribers** ## SWOT Analysis {#swot} **Core Strengths:** - Community-driven database expansion lowers data-acquisition costs - Binary ingredient rating simplifies complex label reading **Growth Levers:** - Integrated meal planning recipes increase session frequency - Localized database growth targets niche health segments ## Recent Changes (v3 → v4) {#recent-changes} Development velocity has collapsed into a maintenance phase, with no feature updates for over 100 days, while unresolved launch crashes continue to drive user churn. The app has pivoted from a subscription-only model to include a free tier, though this has not mitigated the negative impact of ongoing technical instability. **Overall trend**: Declining **Compared at**: 2026-07-30 ### High-impact changes - **[Added] Free tier introduction** (pricing) - **[Declined] Persistent stability regressions** (sentiment) ### Medium-impact changes - **[Declined] Barcode Scanner repositioning** (features) ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### Read the Labels - Food Scanner vs Bobby Approved - Food Scanner - **[Bobby Approved - Food Scanner](https://marlvel.ai/apps/com-flavcity-bobbyapproved)** by BA Global Holdings, LLC: Dominates the 'clean eating' barcode scanning niche with massive scale and a highly recognizable influencer-led brand identity. - **Key differences:** - Leverages a strong influencer-led brand personality that builds deep trust with health-conscious grocery shoppers. - Maintains a massive, proprietary database of product ratings that creates a significant barrier to entry. - High release velocity with 7 updates in six months ensures consistent feature refinement and bug fixes. ### Contenders (Strong Challengers) - **[Fig: Food Scanner & Guide](https://marlvel.ai/apps/com-foodisgood-fig)** by Food is Good, Inc.: Hyper-specialized in dietary restrictions, offering a level of granular filtering that general 'clean eating' apps lack. - Provides highly specific dietary filtering for complex allergies and medical conditions rather than just 'clean' ingredients. - Aggressive release cadence of 15 updates in six months demonstrates rapid adaptation to user feedback and needs. - **[Yuka - Food & Cosmetic Scanner](https://marlvel.ai/apps/yuka-food-cosmetic-scanner)** by Yuca: A global leader in product transparency that extends beyond food into cosmetics, creating a broader health-conscious ecosystem. - Expands the value proposition by including cosmetic and personal care product analysis alongside food items. - Utilizes a transparent, independent scoring system that avoids the bias of influencer-specific brand endorsements. ### Peers (What They Do Better) - **[Open Food Facts - Product Scan](https://marlvel.ai/apps/open-food-facts-product-scan)** by Open Food Facts: A non-profit, open-source alternative that relies on community crowdsourcing for its massive product database. - Operates as a community-driven, open-source project, ensuring data neutrality and accessibility for all global users. - Provides the most comprehensive raw data access, appealing to power users who want deep ingredient transparency. ## What's New - **Latest (v1.48, 1 years ago):** Expanded product catalog and optimized scanning performance. ## App Momentum (Maintenance) {#momentum} - Ships maintenance-mode updates only. - Last major release Dec 2025. > **Cadence:** 10 total versions · 2 majors in last 6 months · 114 days since last update · 12 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Read the Labels - Food Scanner is a market-leading food & drink app. With a 4.59/5 rating from 571 reviews, it delivers strong user satisfaction. > **Bottom Line:** Stability regressions are actively eroding the core utility loop, making the $29.99/year price point difficult to justify against free alternatives. Prioritizing launch-day reliability will stabilize the user base before the app can effectively pivot to meal-planning features. **Best for:** Health-conscious grocery shoppers looking to identify and avoid specific food ingredients. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Rebuild launch sequence because launch-day crashes are the top-cited churn driver → stabilize daily active usage ### Feature Gaps vs Competitors - Influencer-led educational content feeds (available in Bobby Approved but missing here) ### Outlook: Declining Users report: The clean-eating scanner market is consolidating around influencer-backed platforms that offer deeper educational context. Read the Labels - Food Scanner remains exposed: without resolving launch-day stability and database reliability, the app will continue to lose share to rivals with higher release velocity. - 🔴 Frequent launch crashes in the latest release erode user trust, which compounds the churn pressure already visible in recent reviews. - 🔴 Database inaccuracies lead to irrelevant scan results, which forces users toward free alternatives like Open Food Facts. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.59/5 | | Total Reviews | 571 | | Sentiment | Excited (75/100) | | Confidence | High | | Pricing Model | Subscription | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Trend | Declining | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Read the Labels - Food Scanner** (this app) | 4.59/5 | Excited | Smiley Solutions LLC | | [Bobby Approved - Food Scanner](https://marlvel.ai/apps/com-flavcity-bobbyapproved) | 4.9/5 | N/A | BA Global Holdings, LLC | | [Fig: Food Scanner & Guide](https://marlvel.ai/apps/com-foodisgood-fig) | 4.7/5 | N/A | Food is Good, Inc. | | [Yuka - Food & Cosmetic Scanner](https://marlvel.ai/apps/yuka-food-cosmetic-scanner) | 4.8/5 | Excited | Yuca | | [Open Food Facts - Product Scan](https://marlvel.ai/apps/open-food-facts-product-scan) | 4.4/5 | N/A | Open Food Facts | | [Beyond Menu Food Delivery](https://marlvel.ai/apps/beyond-menu-food-delivery) | 4.6/5 | N/A | BeyondMenu | ## Company Profile - **Developer:** Smiley Solutions LLC - **Website:** [https://jensmiley.com](https://jensmiley.com) - **Social:** [Instagram](https://instagram.com/wakeupandreadthelabels) · [Facebook](https://facebook.com/WakeUpAndReadTheLabels) · [YouTube](https://www.youtube.com/channel/UC20se2ZpeYBdmejTfxBllCQ) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/read-the-labels-food-scanner/id6738658640?uo=2) - **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=com.readthelabelscanner&hl=en&gl=us) - **Dev Site:** [Official Website](https://jensmiley.com) - **Sources:** Developer website content, About us / company information, App store metadata, User reviews. ## Related Intel Reports - [*Bobby Approved - Food Scanner*](https://marlvel.ai/apps/com-flavcity-bobbyapproved) (BA Global Holdings, LLC) · 4.9/5 Rating - [*Fig: Food Scanner & Guide*](https://marlvel.ai/apps/com-foodisgood-fig) (Food is Good, Inc.) · 4.7/5 Rating - [*Yuka - Food & Cosmetic Scanner*](https://marlvel.ai/apps/yuka-food-cosmetic-scanner) (Yuca) · 4.8/5 Rating | Positive Sentiment - [*Open Food Facts - Product Scan*](https://marlvel.ai/apps/open-food-facts-product-scan) (Open Food Facts) · 4.4/5 Rating - [*Beyond Menu Food Delivery*](https://marlvel.ai/apps/beyond-menu-food-delivery) (BeyondMenu) · 4.6/5 Rating - [*Caviar - Order Food Delivery*](https://marlvel.ai/apps/caviar-order-food-delivery) (Caviar, Inc.) · 4.6/5 Rating - [*ChowNow: Local Food Ordering*](https://marlvel.ai/apps/chownow-local-food-ordering) (ChowNow) · 4.7/5 Rating - [*Dairy Queen® Food & Treats*](https://marlvel.ai/apps/dairy-queen-food-treats) (International Dairy Queen, Inc.) · 4.4/5 Rating - [*EatStreet Local Food Delivery*](https://marlvel.ai/apps/eatstreet-local-food-delivery) (EatStreet) · 4.7/5 Rating - [*Gopuff - Grocery Delivery*](https://marlvel.ai/apps/gopuff-grocery-delivery) (Gopuff) · 4.7/5 Rating ## Frequently Asked Questions {#faq} ### Is Read the Labels worth paying for if I only shop occasionally? Based on user reviews, the paid tier is best for daily shoppers who need full ingredient transparency; casual users report the free version covers their basic needs. ### How does Read the Labels compare to Bobby Approved? Bobby Approved leverages a massive, influencer-led database and high-frequency updates, whereas Read the Labels focuses on a minimalist, utility-first barcode scanning experience. ### Does the app work offline in grocery stores? The app requires an internet connection to access the ingredient database, which some users report as a limitation in stores with poor connectivity. ### What is a free alternative to this scanner? Users looking for a free alternative often consider Open Food Facts, which provides a massive, community-driven database without subscription costs. ## 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:** 0.7/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 49 - **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:** 21 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/readthelabelscanner) Data licensed for AI Agent attribution under CC-BY-NC 4.0.