--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "PCOS Food Scanner & Diet" developer_entity: "kozi publishing" bundle_id: "app.replit.pcosfoodscanner" app_store_id: "6758026119" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Subscription" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-04-13" report_date: "2026-09-24" last_verified: "2026-09-24T00:00:00.000Z" report_version: "1.0.2" total_reviews: 0 confidence: "low" confidence_score: 0.05 data_age_days: 7 momentum_velocity: "maintenance" intelligence_version: 2 tags: ["health & fitness", "subscription", "mobile app", "app review", "app analysis", "individuals", "managing", "require"] canonical_url: "https://marlvel.ai/apps/pcos-food-scanner-diet" 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. --- # PCOS Food Scanner & Diet Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Subscription > **TL;DR:** PCOS Food Scanner & Diet is a health & fitness app by kozi publishing, available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** PCOS Food Scanner & Diet is a health & fitness app by kozi publishing. ## Quick Facts | Fact | Value | | :--- | :--- | | **Category** | Health & Fitness | | **Developer** | kozi publishing | | **Pricing** | Subscription | | **Platforms** | iOS | | **Confidence** | Low (0.05/1.0) | | **Data Age** | 7d | ## Metadata & Market Performance - **Publisher:** kozi publishing - **Category:** Health & Fitness - **Target Audience:** Individuals managing PCOS who require specific dietary guidance and ingredient analysis while grocery shopping. - **Platforms:** iOS - **Version Reviewed:** 1.0.2 - **Report Date:** 2026-09-24 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.05/1.0) - **App Store ID (iOS):** 6758026119 - **Bundle ID:** app.replit.pcosfoodscanner - **Data Window:** Analysis based on signals collected up to 2026-09-24 ## Executive Snapshot **What it is:** PCOS Food Scanner & Diet is a nutrition-tracking app for individuals managing PCOS, offering barcode and label scanning to evaluate food quality on iOS. **Why users hire it:** The app removes the cognitive friction of interpreting complex nutrition labels for users who need to track specific PCOS-related metrics like added sugars and fiber balance. ## App DNA (Features & Intent) - **[Standard] Barcode Scanner:** Instant lookup of food items to generate a PCOS-friendly score. * *User Intent:* Users seek social connection and competitive engagement with peers. - **[Differentiator] AI Nutrition Label Reader:** Optical character recognition for nutrition labels when barcodes are unavailable. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Differentiator] PCOS-Specific Scoring:** Evaluates products based on sugar impact, fiber balance, and ingredient quality flags. * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] Smart Swap Suggestions:** Provides alternative product recommendations for specific cravings. * *User Intent:* Users seek enhanced value through premium features. ## Market Position {#market-position} PCOS Food Scanner & Diet occupies a specialized niche in the Health & Fitness category, relying on a $39.99/year subscription model. The lack of recent feature updates (164 days since last store update) suggests a stable but stagnant market position relative to more active health-tracking competitors. ## Monetization Strategy - **Model:** Subscription - **Tiers:** Free tier with limited access, Monthly subscription at $4.99/month, Annual subscription at $39.99/year - **Analysis:** Subscription model anchored at $39.99/year, utilizing a 7-day free trial to convert users at the point of initial scan. ## SWOT Analysis {#swot} **Core Strengths:** - Specialized PCOS-scoring logic creates a defensible barrier for users requiring specific health metrics. **Growth Levers:** - Expansion into localized grocery databases could capture high-intent users in regions currently underserved by specialized PCOS tools. ## What's New - **Latest (v1.0.2, 5 months ago):** Enhanced subscription tracking capabilities. ## App Momentum (Maintenance) {#momentum} - Ships maintenance-only updates. - Last major release 5 months ago. > **Cadence:** 1 total versions · 0 majors in last 6 months · 163 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} PCOS Food Scanner & Diet is a health & fitness app. > **Bottom Line:** Expanding the food database would unlock the utility required for whole-food shoppers, addressing the primary limitation of the current scanner. Prioritizing database breadth over UI polish would directly increase daily active usage, securing the app's position against generalist nutrition rivals. **Best for:** Individuals managing PCOS who require specific dietary guidance and ingredient analysis while grocery shopping. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Invest in expanding the food database via crowdsourced ingredient submissions because the current reliance on manual scanning limits utility for whole-food shoppers → increase daily active usage. ### Outlook: Stable The nutrition-scanner market is consolidating around apps that offer broader database coverage and faster feature iteration. PCOS Food Scanner & Diet remains stable due to its specialized scoring logic, but the lack of recent feature investment leaves it vulnerable to generalist apps that are increasingly adding PCOS-specific filters. - ⚪ The maintenance-only release cadence suggests a focus on stability over growth, which risks losing share to more active health-tech entrants. - 🟢 The specialized PCOS-scoring logic provides a clear value proposition that generalist apps struggle to replicate, maintaining a defensible niche. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Total Reviews | 0 | | Confidence | Low | | Pricing Model | Subscription | | Platforms | iOS | | Key Features | 4 analyzed | | Outlook | Stable | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **PCOS Food Scanner & Diet** (this app) | N/A/5 | N/A | kozi publishing | | [Mind - Méditations guidées](https://marlvel.ai/apps/mind-m-ditations-guid-es) | 4.6/5 | Excited | MIND AND CIE | | [evolum - Meditation & Yoga](https://marlvel.ai/apps/evolum-meditation-yoga) | 4.7/5 | Excited | Rodger Studio (Apps) | | [GoTall - Height Predictor](https://marlvel.ai/apps/gotall-height-predictor) | 4.6/5 | Mixed | Grow Labs LLC | | [Lunara: Cycle, Symptom Tracker](https://marlvel.ai/apps/lunara-cycle-symptom-tracker) | N/A/5 | N/A | Fuzhou Jiku Technology Co., Ltd. | | [SpeechPacer](https://marlvel.ai/apps/speechpacer) | 1.0/5 | N/A | Felix Thron | ## Company Profile - **Developer:** kozi publishing ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/pcos-food-scanner-diet/id6758026119?uo=4) - **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 - [*evolum - Meditation & Yoga*](https://marlvel.ai/apps/evolum-meditation-yoga) (Rodger Studio (Apps)) · 4.7/5 Rating | Positive Sentiment - [*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 - [*SpeechPacer*](https://marlvel.ai/apps/speechpacer) (Felix Thron) · 1.0/5 Rating - [*Taller AI: Height Maximizer*](https://marlvel.ai/apps/taller-ai-height-maximizer) (Leadimize) · 4.7/5 Rating | Positive Sentiment - [*나만의 짐, 나만의 운동공간이 필요할 때*](https://marlvel.ai/apps/this-is-a-web-service-that-allows-you-to-reserve-a) (lvher) · N/A Rating - [*하이타이 - 최저가 마사지, 스웨디시, 타이마사지 할인*](https://marlvel.ai/apps/kr-co-apptube-hitai2) (앱튜브(AppTube)) · 4.7/5 Rating - [*しりもちアプリ*](https://marlvel.ai/apps/scade-shirimochi) (株式会社S-CADE) · N/A Rating - [*ねむねむボタン*](https://marlvel.ai/apps/hiroto-neoti-neoti) (HIROTO TSUTSUSHIMA) · N/A 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:** 7 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/pcos-food-scanner-diet) Data licensed for AI Agent attribution under CC-BY-NC 4.0.