--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "BeanBop - Caffeine Tracker" developer_entity: "Michaelangelo De Leon" bundle_id: "com.nekocode.beanbop" app_store_id: "6760345252" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-04-07" report_date: "2026-08-23" last_verified: "2026-08-23T00:00:00.000Z" report_version: "1.2" total_reviews: 0 confidence: "low" confidence_score: 0.3 data_age_days: 84 momentum_velocity: "maintenance" intelligence_version: 3 tags: ["health & fitness", "freemium", "mobile app", "app review", "app analysis", "health-conscious", "individuals", "coffee"] canonical_url: "https://marlvel.ai/apps/beanbop-caffeine-tracker" 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. --- # BeanBop - Caffeine Tracker Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Freemium > **TL;DR:** BeanBop - Caffeine Tracker is a health & fitness app by Michaelangelo De Leon, available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** BeanBop - Caffeine Tracker is a health & fitness app by Michaelangelo De Leon. ## Quick Facts | Fact | Value | | :--- | :--- | | **Category** | Health & Fitness | | **Developer** | Michaelangelo De Leon | | **Pricing** | Freemium | | **Platforms** | iOS & Android | | **Confidence** | Low (0.3/1.0) | | **Data Age** | 84d | ## Metadata & Market Performance - **Publisher:** Michaelangelo De Leon - **Category:** Health & Fitness - **Target Audience:** Health-conscious individuals and coffee drinkers who want to monitor caffeine intake and spending patterns through a science-based, privacy-focused tool. - **Platforms:** iOS & Android - **Version Reviewed:** 1.2 - **Report Date:** 2026-08-23 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.3/1.0) - **App Store ID (iOS):** 6760345252 - **Bundle ID:** com.nekocode.beanbop - **Google Play ID:** com.nekocode.beanbop - **Performance Trend:** Mixed - **Data Window:** Analysis based on signals collected up to 2026-08-23 ## Executive Snapshot **What it is:** BeanBop is a caffeine tracking tool for health-conscious users, using pharmacokinetic modeling to visualize intake on iOS and Android. **Why users hire it:** Users turn to BeanBop to replace manual estimation with research-based calculations, removing the cognitive friction of tracking caffeine metabolism throughout the day. ## App DNA (Features & Intent) - **[Differentiator] Pharmacokinetic Modeling:** Calculates caffeine levels using research-based half-life math and weight-normalized dosing. * *User Intent:* Users want to quickly find relevant content or features. - **[Differentiator] Beandrop Arena:** Physics-based mini-game where drink logs appear as bubbles that merge. - **[Differentiator] Sleep Shield:** Predicts caffeine levels at bedtime to provide warnings against late-day consumption. * *User Intent:* Users seek enhanced value through premium features. ## Market Position {#market-position} BeanBop occupies a niche in the Health & Fitness category, relying on its pharmacokinetic engine to distinguish itself from standard trackers. The lack of recent updates (139 days) limits its ability to compete for visibility against more frequently updated category peers. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier with ads, Pro tier - **Analysis:** Freemium model uses ad-supported access to drive volume, gating deep analytics and customization behind a Pro tier. ## SWOT Analysis {#swot} **Core Strengths:** - Pharmacokinetic modeling provides a research-based barrier to entry **Growth Levers:** - Localized pricing in high-ARPU markets ## Recent Changes (v2 → v3) {#recent-changes} The developer has shifted from a passive maintenance posture to an active pivot strategy, prioritizing a stability audit to address the 139-day update gap and mitigate user churn. **Overall trend**: Mixed **Compared at**: 2026-08-23 ### High-impact changes - **[Shifted] Strategic Pivot** (positioning) ### Medium-impact changes - **[Shifted] SWOT Analysis Refinement** (swot) - **[Shifted] FAQ Medical Disclaimer** (positioning) ## What's New - **Latest (v1.1.5, 4 months ago):** Introduced Bean AI assistant for caffeine tracking and added multi-currency support with detailed monthly spending analytics. ## App Momentum (Maintenance) {#momentum} - Quiet 4 months, no feature updates. - Last major release April 2026. > **Cadence:** 2 total versions · 2 majors in last 6 months · 138 days since last update · 0 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} BeanBop - Caffeine Tracker is a health & fitness app that is free with in-app purchases. > **Bottom Line:** BeanBop's science-based tracking engine remains a defensible core, but the four-month development gap signals a loss of momentum that requires a pivot to active maintenance to prevent user attrition. **Best for:** Health-conscious individuals and coffee drinkers who want to monitor caffeine intake and spending patterns through a science-based, privacy-focused tool. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] Audit maintenance backlog because the 139-day update gap risks churn → stabilize retention ### Outlook: Declining The health-tracking market is consolidating around apps with frequent live-ops updates and social features. BeanBop's current stagnation leaves it exposed to rivals that can iterate faster, and the lack of recent updates suggests a decline in competitive standing for the next two quarters. - 🔴 The 139-day update gap indicates a shift to maintenance mode, which reduces visibility and risks churn against more active health-tracking competitors. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Total Reviews | 0 | | Confidence | Low | | Pricing Model | Freemium | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Trend | Mixed | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **BeanBop - Caffeine Tracker** (this app) | N/A/5 | N/A | Michaelangelo De Leon | | [GoTall - Height Predictor](https://marlvel.ai/apps/gotall-height-predictor) | 4.6/5 | 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:** Michaelangelo De Leon - **Website:** [https://nekocode.dev/apps/beanbop/](https://nekocode.dev/apps/beanbop/) ## Data Sources & Links - **App Store ID:** 6760345252 - **Google Play ID:** com.nekocode.beanbop - **Dev Site:** [Official Website](https://nekocode.dev/apps/beanbop/) - **Sources:** Developer website content, About us / company information, App store metadata. ## Related Intel Reports - [*GoTall - Height Predictor*](https://marlvel.ai/apps/gotall-height-predictor) (Grow Labs LLC) · 4.6/5 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:** 0.3/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 0 - **Data Sources:** developer website, company about page, 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:** 84 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/beanbop-caffeine-tracker) Data licensed for AI Agent attribution under CC-BY-NC 4.0.