--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Gluten Free Scanner" developer_entity: "Food Barcode Scanner Ltd" bundle_id: "co.uk.bluepixl.glutenfreescanner" category: "Food & Drink" primary_platform: "android" primary_monetization: "Freemium" offline_capable: true market_region: "US" platforms: "Android" app_last_updated: "2026-04-06" report_date: "2026-08-08" last_verified: "2026-08-08T00:00:00.000Z" report_version: "3.1.2" total_reviews: 5647 overall_rating: 4.5 sentiment: "Mixed" sentiment_score: 55 confidence: "high" confidence_score: 0.7 top_praise_theme: "Fast barcode scanning functionality provides immediate safety confirmation for users managing gluten-related dietary restrictions" top_complaint_theme: "Inaccurate product database results lead to false safety claims that pose health risks for allergic users" review_sample_size: 50 total_review_count: 50 analyzed_review_count: 50 data_age_days: 8 momentum_velocity: "maintenance" intelligence_version: 3 tags: ["food & drink", "freemium", "mixed sentiment", "mobile app", "app review", "app analysis", "individuals", "celiac", "disease,"] canonical_url: "https://marlvel.ai/apps/gluten-free-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. --- # Gluten Free Scanner Intelligence Report ## TL;DR {#tldr} - **Category**: Food & Drink · Freemium - **Signal**: Rating 4.54 · Sentiment Mixed - **Recent focus**: Inaccurate product database results lead to false safety claims that pose health risks for allergic users (top complaint) · Fast barcode scanning functionality provides immediate safety confirmation for users managing gluten-related dietary restrictions (top praise) > **TL;DR:** Gluten Free Scanner is a food & drink app by Food Barcode Scanner Ltd, rated 4.54/5 by 5.6K users, with Mixed user sentiment (55/100), available on Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Gluten Free Scanner shows Mixed sentiment (4.54/5 from 5.6K reviews) - users praise fast barcode scanning functionality provides immediate safety confirmation for users managing gluten-related dietary restrictions but report issues with inaccurate product database results lead to false safety claims that pose health risks for allergic users. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.54/5 (5.6K reviews) | | **User Mood** | Mixed | | **Category** | Food & Drink | | **Developer** | Food Barcode Scanner Ltd | | **Pricing** | Freemium | | **Platforms** | Android | | **Confidence** | High (0.7/1.0) | | **Data Age** | 8d | ## Metadata & Market Performance - **Publisher:** Food Barcode Scanner Ltd - **Category:** Food & Drink - **Target Audience:** Individuals with celiac disease, gluten intolerance, or wheat allergies requiring reliable, on-the-go ingredient verification. - **Platforms:** Android - **Version Reviewed:** 3.1.2 - **Report Date:** 2026-08-08 - **Signal Count:** 50 reviews analyzed - **Confidence:** High (0.7/1.0) - **Google Play ID:** co.uk.bluepixl.glutenfreescanner - **Performance Trend:** Mixed - **Data Window:** Analysis based on signals collected up to 2026-08-08 - **Short Description:** Check in seconds if food products contain gluten by simply scanning the barcode ## Executive Snapshot **What it is:** Gluten Free Scanner is a mobile barcode-scanning tool for identifying gluten-containing ingredients in food products. **Why users hire it:** Users hire this app to manage celiac disease and gluten allergies by automating ingredient verification during grocery shopping, reducing the cognitive load of label reading. ## App DNA (Features & Intent) - **[Standard] Barcode Scanner:** Camera-based UPC and QR code reader for instant ingredient analysis. Core utility drives daily active usage, expanding ad-impression inventory for free-tier users. * *User Intent:* Users are motivated by consistent progression and daily incentives. - **[Differentiator] Offline Mode:** Database access without internet connection for remote or travel use. Premium-tier gate, acting as a direct paid-conversion lever for users requiring reliable access during travel. * *User Intent:* Users want uninterrupted access without internet dependency. - **[Differentiator] Community Database:** Crowdsourced product and ingredient verification from user contributions. Crowdsourced data maintenance reduces operational overhead for database updates, improving long-term retention. * *User Intent:* Users seek enhanced value through premium features. ## Market Position {#market-position} The app maintains a 4.54-star rating across 5,647 total ratings. The lack of updates for 124 days indicates a maintenance-mode posture that leaves the app vulnerable to churn as competitors release performance-focused patches. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier with ads, Optional premium subscription - **Analysis:** Freemium model gates offline access and scan history behind a subscription while maintaining a free, ad-supported core scanner. ## 🟡 User Sentiment (High Confidence: 50 of 50 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.54/5 - **Platform Split:** Android 4.5/5 (5.6K ratings) - **Overall Sentiment:** Mixed ### Top Praises - **Fast barcode scanning functionality provides immediate safety confirmation for users managing gluten-related dietary restrictions** - **Simple and intuitive interface allows users to quickly verify product safety without complex navigation steps** ### Top Complaints (Impact Areas) - **Inaccurate product database results lead to false safety claims that pose health risks for allergic users** ## SWOT Analysis {#swot} **Core Strengths:** - Crowdsourced database model reduces operational overhead - Accessibility features expand addressable market **Growth Levers:** - Professional verification partnerships resolve safety-liability gap - Expansion into broader allergen categories addresses user requests ## Recent Changes (v2 → v3) {#recent-changes} The competitive assessment shifted from a purely negative outlook to a mixed one, identifying potential B2B value in the existing crowdsourced database. **Overall trend**: Mixed **Compared at**: 2026-08-08 ### High-impact changes - **[Shifted] Market Outlook Trend** (positioning) - **[Shifted] Contrarian Take** (positioning) ### Medium-impact changes - **[Improved] Rating and Review Volume** (sentiment) - **[Added] Competitive Threats and Opportunities** (swot) ## What's New - **Latest (v3.1.2, 4 months ago):** Expanded the gluten-free product database with thousands of new items. ## App Momentum (Maintenance) {#momentum} - Ships bug fixes at 4-month cadence. - Last major release 4 months ago. > **Cadence:** 1 total versions · 0 majors in last 6 months · 124 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Gluten Free Scanner is a food & drink app that is free with in-app purchases. With a 4.54/5 rating from 5.6K reviews, it shows mixed user reception. > **Bottom Line:** Gluten Free Scanner serves a vital health-management need, but the reliance on unverified community data creates a safety-liability gap that threatens long-term trust, so the PM must prioritize professional database verification to defend the user base against more reliable competitors. **Best for:** Individuals with celiac disease, gluten intolerance, or wheat allergies requiring reliable, on-the-go ingredient verification. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] Audit database verification logic because unverified user input creates health-safety liability → reduce churn risk ### Outlook: Mixed The market for allergy-management tools is consolidating around professionally-verified databases, making the current crowdsourced model a liability for user trust. Unless the app shifts to a verified-data model, it will likely lose its high-intent user base to more reliable, professionally-curated competitors. - 🔴 Scanner instability in the latest release (black screens, loading loops) erodes the daily active habit, which compounds the rating drag already visible on Android. - 🔴 The 124-day update gap suggests the product is in maintenance mode, leaving it vulnerable to competitors with more frequent performance-focused release cycles. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.54/5 | | Total Reviews | 5.6K | | Sentiment | Mixed (55/100) | | Confidence | High | | Pricing Model | Freemium | | Platforms | Android | | Key Features | 3 analyzed | | Trend | Mixed | | Outlook | Mixed | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Gluten Free Scanner** (this app) | 4.54/5 | Mixed | Food Barcode Scanner Ltd | | [Beyond Menu Food Delivery](https://marlvel.ai/apps/beyond-menu-food-delivery) | 4.6/5 | N/A | BeyondMenu | | [Caviar - Order Food Delivery](https://marlvel.ai/apps/caviar-order-food-delivery) | 4.6/5 | n/a | Caviar, Inc. | | [ChowNow: Local Food Ordering](https://marlvel.ai/apps/chownow-local-food-ordering) | 4.7/5 | n/a | ChowNow | | [Dairy Queen® Food & Treats](https://marlvel.ai/apps/dairy-queen-food-treats) | 4.4/5 | n/a | International Dairy Queen, Inc. | | [EatStreet Local Food Delivery](https://marlvel.ai/apps/eatstreet-local-food-delivery) | 4.7/5 | n/a | EatStreet | ## Company Profile - **Developer:** Food Barcode Scanner Ltd - **Website:** [https://glutenfreescanner.app/](https://glutenfreescanner.app/) - **Social:** [Instagram](https://www.instagram.com/glutenfreescanner) · [Facebook](https://www.facebook.com/glutenfreescanner) · [X/Twitter](https://twitter.com/scanglutenfree) · [YouTube](https://www.youtube.com/@glutenfreescanner) · [TikTok](https://www.tiktok.com/@glutenfreescanner) ## Data Sources & Links - **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=co.uk.bluepixl.glutenfreescanner&hl=en&gl=us) - **Dev Site:** [Official Website](https://glutenfreescanner.app/) - **Sources:** Developer website content, App store metadata, User reviews. ## Related Intel Reports - [*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 - [*Grubhub: Food Delivery*](https://marlvel.ai/apps/grubhub-food-delivery) (GrubHub.com) · 4.7/5 Rating - [*Instacart: Groceries & Food*](https://marlvel.ai/apps/instacart-groceries-food) (Maplebear Inc) · 4.8/5 Rating - [*Postmates - Food Delivery*](https://marlvel.ai/apps/postmates-food-delivery) (Uber Technologies, Inc.) · 4.6/5 Rating - [*Seamless: Local Food Delivery*](https://marlvel.ai/apps/seamless-local-food-delivery) (Seamless North America, LLC) · 4.7/5 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:** 0.7/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 50 - **Data Sources:** user reviews, developer website, 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:** 8 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/gluten-free-scanner) Data licensed for AI Agent attribution under CC-BY-NC 4.0.