--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Gluten Free For Me" developer_entity: "Adam First" bundle_id: "adam.GlutenFreeForMe" app_store_id: "6475209394" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2024-12-12" report_date: "2026-08-14" last_verified: "2026-08-14T00:00:00.000Z" report_version: "1.5" total_reviews: 350 overall_rating: 4.8 confidence: "low" confidence_score: 0.2 data_age_days: 18 momentum_velocity: "zombie" intelligence_version: 3 tags: ["health & fitness", "free", "mobile app", "app review", "app analysis", "individuals", "diagnosed", "coeliac"] canonical_url: "https://marlvel.ai/apps/gluten-free-for-me" 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 For Me Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Free - **Signal**: Rating 4.81 > **TL;DR:** Gluten Free For Me is a health & fitness app by Adam First, rated 4.81/5 by 350 users, available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Gluten Free For Me is a health & fitness app by Adam First. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.81/5 (350 reviews) | | **Category** | Health & Fitness | | **Developer** | Adam First | | **Pricing** | Free | | **Platforms** | iOS | | **Confidence** | Low (0.2/1.0) | | **Data Age** | 18d | ## Metadata & Market Performance - **Publisher:** Adam First - **Category:** Health & Fitness - **Target Audience:** Individuals diagnosed with coeliac disease or gluten intolerance who require a quick, reliable way to verify food ingredients while shopping. - **Platforms:** iOS - **Version Reviewed:** 1.5 - **Report Date:** 2026-08-14 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.2/1.0) - **App Store ID (iOS):** 6475209394 - **Bundle ID:** adam.GlutenFreeForMe - **Performance Trend:** Stable - **Data Window:** Analysis based on signals collected up to 2026-08-14 ## Executive Snapshot **What it is:** Gluten Free For Me is a health utility for coeliac and gluten-intolerant users that uses AI and OCR to scan product labels for gluten-containing ingredients on iOS. **Why users hire it:** It removes the cognitive load and time cost of manually inspecting ingredient lists while shopping in a supermarket. ## App DNA (Features & Intent) - **[Differentiator] AI Ingredient Scanner:** Uses OCR to identify gluten-containing ingredients from product labels. * *User Intent:* Users seek enhanced value through premium features. - **[Standard] Ingredient Database:** Searchable repository of over 850 ingredients to verify safety. * *User Intent:* Users want to quickly find relevant content or features. - **[Differentiator] No-Login Access:** Full functionality available without account creation or sign-up requirements. * *User Intent:* Users are motivated by consistent progression and daily incentives. ## Market Position {#market-position} Gluten Free For Me maintains a niche position in the Health & Fitness category, relying on a 4.8-star rating across 350 ratings to sustain its visibility. The absence of updates since December 2024 signals a maintenance-only posture that limits its ability to compete with active, database-synced rivals. ## Monetization Strategy - **Model:** Free - **Tiers:** Fully free, no paywalls or subscription tiers - **Analysis:** The app operates on a free-to-use model with no monetization gates, prioritizing user acquisition and utility. ## SWOT Analysis {#swot} **Core Strengths:** - No-login requirement removes friction for new users - Unlimited AI-based scans provide immediate utility **Growth Levers:** - Crowdsourced ingredient database could scale content coverage - Integration of barcode scanning would improve user speed ## Recent Changes (v2 → v3) {#recent-changes} The application remains in a maintenance-only state with no functional or pricing changes. The primary shift is an increased focus on technical limitations, specifically internet dependency and the lack of barcode scanning capabilities. **Overall trend**: Stable **Compared at**: 2026-08-14 ### Medium-impact changes - **[Added] Internet connectivity dependency** (features) - **[Added] Barcode scanning opportunity** (swot) - **[Added] Retention threat** (swot) ## What's New - **Latest (v1.5, 1 years ago):** Introduced AI-powered gluten scanning, an 850+ ingredient database, and scan history saving without requiring user accounts. ## App Momentum (Zombie) {#momentum} - Maintenance mode for 20 months. - No feature updates since December 2024. > **Cadence:** 1 total versions · 1 majors in last 6 months · 609 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Gluten Free For Me is a health & fitness app that is completely free. It holds a 4.81/5 rating from 350 reviews. > **Bottom Line:** Gluten Free For Me provides a valuable, frictionless utility, but the 20-month update silence risks obsolescence. Refreshing the core ingredient database would secure its utility for the current user base while the developer evaluates a long-term roadmap. **Best for:** Individuals diagnosed with coeliac disease or gluten intolerance who require a quick, reliable way to verify food ingredients while shopping. ### PM Action Plan (Next Best Moves) - [ ] [MAINTAIN] Audit the ingredient database for accuracy because it has not been updated in 20 months → maintain user trust ### Outlook: Stable The market for coeliac-focused health utilities is shifting toward real-time, community-verified databases that offer higher accuracy than static lists. Gluten Free For Me remains stable due to its frictionless entry, but the lack of updates will eventually lead to user churn as the ingredient database becomes outdated. - 🔴 The 20-month development silence suggests a maintenance-only posture, which limits the app's ability to adapt to new food labeling standards. - ⚪ The free, no-login model continues to attract users seeking a simple tool, but the lack of updates prevents growth in competitive health segments. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.81/5 | | Total Reviews | 350 | | Confidence | Low | | Pricing Model | Free | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Stable | | Outlook | Stable | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Gluten Free For Me** (this app) | 4.81/5 | N/A | Adam First | | [GoTall - Height Predictor](https://marlvel.ai/apps/gotall-height-predictor) | 4.5/5 | 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:** Adam First - **Website:** [https://www.gfforme.com/](https://www.gfforme.com/) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/gluten-free-for-me/id6475209394?uo=4) - **Dev Site:** [Official Website](https://www.gfforme.com/) - **Sources:** Developer website content, App store metadata. ## Related Intel Reports - [*GoTall - Height Predictor*](https://marlvel.ai/apps/gotall-height-predictor) (Grow Labs LLC) · 4.5/5 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 | Positive 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:** 0.2/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 0 - **Data Sources:** 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:** 18 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/gluten-free-for-me) Data licensed for AI Agent attribution under CC-BY-NC 4.0.