--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "My Food Ledger - Kidney" developer_entity: "Btown Labs, LLC" bundle_id: "com.830.btownlabs.My-Food-Ledger" app_store_id: "6762419553" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-04-24" report_date: "2026-10-24" last_verified: "2026-10-24T00:00:00.000Z" report_version: "1.84" total_reviews: 0 confidence: "low" confidence_score: 0.2 data_age_days: 21 momentum_velocity: "maintenance" intelligence_version: 2 tags: ["health & fitness", "free", "mobile app", "app review", "app analysis", "individuals", "managing", "kidney-friendly"] canonical_url: "https://marlvel.ai/apps/my-food-ledger-kidney" 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. --- # My Food Ledger - Kidney Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Free > **TL;DR:** My Food Ledger - Kidney is a health & fitness app by Btown Labs, LLC, available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** My Food Ledger - Kidney is a health & fitness app by Btown Labs, LLC. ## Quick Facts | Fact | Value | | :--- | :--- | | **Category** | Health & Fitness | | **Developer** | Btown Labs, LLC | | **Pricing** | Free | | **Platforms** | iOS | | **Confidence** | Low (0.2/1.0) | | **Data Age** | 21d | ## Metadata & Market Performance - **Publisher:** Btown Labs, LLC - **Category:** Health & Fitness - **Target Audience:** Individuals managing kidney-friendly dietary requirements who need a practical tool for tracking specific nutrients like potassium and phosphorus. - **Platforms:** iOS - **Version Reviewed:** 1.84 - **Report Date:** 2026-10-24 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.2/1.0) - **App Store ID (iOS):** 6762419553 - **Bundle ID:** com.830.btownlabs.My-Food-Ledger - **Data Window:** Analysis based on signals collected up to 2026-10-24 ## Executive Snapshot **What it is:** My Food Ledger Kidney is a nutrition tracking app for individuals managing kidney-friendly diets, available on iOS. **Why users hire it:** The app removes the manual calculation friction for users who must track specific minerals like potassium and phosphorus to maintain health goals. ## App DNA (Features & Intent) - **[Differentiator] Kidney-Focused Nutrition Tracking:** Logs daily intake of potassium, sodium, and phosphorus alongside standard calories and macros. * *User Intent:* Users are motivated by consistent progression and daily incentives. - **[Standard] Barcode Scanner:** Uses device camera to pull product nutritional data into the daily log. * *User Intent:* Users are motivated by consistent progression and daily incentives. - **[Standard] Meal Templates:** Allows users to save and reuse frequent meals or food combinations. ## Market Position {#market-position} My Food Ledger Kidney occupies a specialized niche in the Health & Fitness category, providing a free, focused alternative to broad-market calorie counters. The lack of a monetization layer suggests a focus on user acquisition or community utility rather than immediate revenue generation. ## Monetization Strategy - **Model:** Free - **Tiers:** Free - **Analysis:** The app is currently listed as free with no visible IAP or subscription gates. ## SWOT Analysis {#swot} **Core Strengths:** - Specialized renal-nutrient tracking creates high switching costs for chronic-condition users **Growth Levers:** - Expanding caregiver access features to capture clinical-support segments ## What's New - **Latest (v1.84, 6 months ago):** Expanded caregiver access permissions and functionality. ## App Momentum (Maintenance) {#momentum} - Ships ~2 releases per year. - Last major release April 2026. > **Cadence:** 1 total versions · 1 majors in last 6 months · 182 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} My Food Ledger - Kidney is a health & fitness app that is completely free. > **Bottom Line:** My Food Ledger Kidney provides high utility for its target segment, but the current lack of monetization limits its ability to fund the development required to stay competitive against larger, faster-moving rivals. **Best for:** Individuals managing kidney-friendly dietary requirements who need a practical tool for tracking specific nutrients like potassium and phosphorus. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Ship a premium subscription tier because the current free-only model lacks a revenue lever for long-term maintenance → sustainable development ### Outlook: Stable The nutrition-tracking market is consolidating around apps that offer broad, automated data entry and cross-platform syncing. My Food Ledger Kidney remains stable but exposed, as its lack of revenue generation and slow update cycle make it vulnerable to larger competitors that can quickly replicate its specialized nutrient-tracking features. - ⚪ The six-month release cadence suggests the app is in maintenance mode, limiting its ability to respond to market shifts. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Total Reviews | 0 | | Confidence | Low | | Pricing Model | Free | | Platforms | iOS | | Key Features | 3 analyzed | | Outlook | Stable | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **My Food Ledger - Kidney** (this app) | N/A/5 | N/A | Btown Labs, LLC | | [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:** Btown Labs, LLC - **Website:** [https://btownlabs.com/](https://btownlabs.com/) ## Data Sources & Links - **App Store ID:** 6762419553 - **Dev Site:** [Official Website](https://btownlabs.com/) - **Sources:** Developer website content, 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:** 0.2/1.0 (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:** 21 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/my-food-ledger-kidney) Data licensed for AI Agent attribution under CC-BY-NC 4.0.