--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Labelee - Allergen Scanner" developer_entity: "Ben Bagdady" bundle_id: "dev.benbagdady.labelee" app_store_id: "6759487905" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-03-04" report_date: "2026-10-30" last_verified: "2026-10-30T00:00:00.000Z" report_version: "1.0" total_reviews: 1 overall_rating: 1 confidence: "low" confidence_score: 0.05 data_age_days: 14 momentum_velocity: "zombie" intelligence_version: 2 tags: ["health & fitness", "free", "mobile app", "app review", "app analysis", "individuals", "contact", "dermatitis"] canonical_url: "https://marlvel.ai/apps/labelee-allergen-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. --- # Labelee - Allergen Scanner Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Free - **Signal**: Rating 1 > **TL;DR:** Labelee - Allergen Scanner is a health & fitness app by Ben Bagdady, rated 1/5 by 1 users, available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Labelee - Allergen Scanner is a health & fitness app by Ben Bagdady. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 1/5 (1 review) | | **Category** | Health & Fitness | | **Developer** | Ben Bagdady | | **Pricing** | Free | | **Platforms** | iOS | | **Confidence** | Low (0.05/1.0) | | **Data Age** | 14d | ## Metadata & Market Performance - **Publisher:** Ben Bagdady - **Category:** Health & Fitness - **Target Audience:** Individuals with contact dermatitis or specific sensitivities to isothiazolinone-based allergens. - **Platforms:** iOS - **Version Reviewed:** 1.0 - **Report Date:** 2026-10-30 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.05/1.0) - **App Store ID (iOS):** 6759487905 - **Bundle ID:** dev.benbagdady.labelee - **Data Window:** Analysis based on signals collected up to 2026-10-30 ## Executive Snapshot **What it is:** Labelee is a privacy-focused allergen scanner for iOS that detects isothiazolinone compounds in product ingredient labels via on-device OCR. **Why users hire it:** The app removes the cognitive and privacy friction of manually checking complex chemical names for users with contact dermatitis. ## App DNA (Features & Intent) - **[Differentiator] Isothiazolinone Detection:** Scans ingredient labels for 126+ compounds including MI, MCI, BIT, and OIT. Specialized database creates category authority for users with contact dermatitis, increasing retention through utility. - **[Differentiator] On-device OCR:** Processes ingredient labels locally using dual-pass processing for Latin and non-Latin scripts. Privacy-first mechanism removes the need for server-side data processing, reducing infrastructure costs. * *User Intent:* Users prioritize data protection and trust in the platform. - **[Standard] Ingredient Watchlist:** Allows users to track specific sensitivities and save product safety status. Personalized tracking loop increases daily app utility, compounding user switching costs. * *User Intent:* Users are motivated by consistent progression and daily incentives. ## Market Position {#market-position} Labelee occupies a narrow niche in the Health & Fitness category, providing specialized allergen detection that generalist scanners often overlook. The lack of recent updates (240 days) creates a significant risk of churn as the app fails to keep pace with OS-level improvements. ## Monetization Strategy - **Model:** Free - **Tiers:** Free, no ads, no account required - **Analysis:** The app operates as a free, privacy-focused utility with no current monetization or account-gated tiers. ## SWOT Analysis {#swot} **Core Strengths:** - On-device OCR processing removes data-privacy friction for sensitive health information. - Specialized database of 126+ isothiazolinone compounds creates immediate utility for a specific medical segment. **Growth Levers:** - Expansion into broader allergen categories could increase the addressable user base. - Monetization via a premium tier for advanced health reports could sustain long-term development. ## App Momentum (Zombie) {#momentum} - Dormant development for 8 months. - No major releases since March 2026. > **Cadence:** 1 total versions · 0 majors in last 6 months · 239 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Labelee - Allergen Scanner is a health & fitness app that is completely free. It holds a 1/5 rating from 1 review. > **Bottom Line:** Labelee provides immediate utility for a specific medical segment, but the 8-month development silence leaves the tool vulnerable to abandonment. The PM should prioritize a stability update to maintain the current user base before considering monetization experiments. **Best for:** Individuals with contact dermatitis or specific sensitivities to isothiazolinone-based allergens. ### PM Action Plan (Next Best Moves) - [ ] [MAINTAIN] Ship stability update because the app has been dormant for 8 months → prevent platform-driven churn ### Outlook: Declining The health-scanning market is consolidating around apps that offer frequent database updates and broader allergen coverage. Labelee's current trajectory is declining due to the lack of active development, which will likely lead to user attrition as competitors offer more robust, frequently updated alternatives. - 🔴 The 240-day update gap suggests the app is in maintenance mode, which erodes user confidence in a health-critical tool. - ⚪ The absence of monetization limits the resources available for database updates, which are essential for long-term category relevance. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 1/5 | | Total Reviews | 1 | | Confidence | Low | | Pricing Model | Free | | Platforms | iOS | | Key Features | 3 analyzed | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Labelee - Allergen Scanner** (this app) | 1/5 | N/A | Ben Bagdady | | [Mind - Méditations guidées](https://marlvel.ai/apps/mind-m-ditations-guid-es) | 4.6/5 | Excited | MIND AND CIE | | [Caspar Health](https://marlvel.ai/apps/caspar-health) | 3.6/5 | Mixed | GOREHA GmbH | | [evolum - Meditation & Yoga](https://marlvel.ai/apps/evolum-meditation-yoga) | 4.7/5 | Excited | Rodger Studio (Apps) | | [FAMHLTH: Family Health Tracker](https://marlvel.ai/apps/famhlth-family-health-tracker) | N/A/5 | N/A | Quinton Nixon | | [Gluten Checker](https://marlvel.ai/apps/gluten-checker) | N/A/5 | N/A | JIRI CHOMAT | ## Company Profile - **Developer:** Ben Bagdady ## Data Sources & Links - **App Store ID:** 6759487905 - **Sources:** App store metadata. ## Related Intel Reports - [*Mind - Méditations guidées*](https://marlvel.ai/apps/mind-m-ditations-guid-es) (MIND AND CIE) · 4.6/5 Rating | Positive Sentiment - [*Caspar Health*](https://marlvel.ai/apps/caspar-health) (GOREHA GmbH) · 3.6/5 Rating - [*evolum - Meditation & Yoga*](https://marlvel.ai/apps/evolum-meditation-yoga) (Rodger Studio (Apps)) · 4.7/5 Rating | Positive Sentiment - [*FAMHLTH: Family Health Tracker*](https://marlvel.ai/apps/famhlth-family-health-tracker) (Quinton Nixon) · N/A Rating - [*Gluten Checker*](https://marlvel.ai/apps/gluten-checker) (JIRI CHOMAT) · N/A Rating - [*Gluten Free For Me*](https://marlvel.ai/apps/gluten-free-for-me) (Adam First) · 4.8/5 Rating - [*GoTall - Height Predictor*](https://marlvel.ai/apps/gotall-height-predictor) (Grow Labs LLC) · 4.6/5 Rating - [*Lunara: Cycle, Symptom Tracker*](https://marlvel.ai/apps/lunara-cycle-symptom-tracker) (Fuzhou Jiku Technology Co., Ltd.) · N/A Rating - [*Medical Kundali Match Health*](https://marlvel.ai/apps/medical-kundali-match-health) (Medical Match Pvt Ltd) · N/A Rating - [*Ovulation Predictor*](https://marlvel.ai/apps/ovulation-predictor) (RAHI PATEL) · 1.0/5 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:** 0.05/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 0 - **Data Sources:** 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:** 14 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/labelee-allergen-scanner) Data licensed for AI Agent attribution under CC-BY-NC 4.0.