BeanBop - Caffeine Tracker
BeanBop is a caffeine tracking tool for health-conscious users, using pharmacokinetic modeling to visualize intake on iOS and Android.
The App DNA
What makes this app unique?
Users turn to BeanBop to replace manual estimation with research-based calculations, removing the cognitive friction of tracking caffeine metabolism throughout the day.
For Health-conscious individuals and coffee drinkers who want to monitor caffeine intake and spending patterns through a science-based, privacy-focused tool.
What does it look like?
Key features
Calculates caffeine levels using research-based half-life math and weight-normalized dosing.
Physics-based mini-game where drink logs appear as bubbles that merge.
Predicts caffeine levels at bedtime to provide warnings against late-day consumption.
How much does it cost?
Freemium model uses ad-supported access to drive volume, gating deep analytics and customization behind a Pro tier.
Velocity
Maintenance developmentnew contentmonetizationUX improvementsShow more...
BeanBop has been inactive for 138 days, placing it firmly in a maintenance cycle. The latest release introduced significant feature additions including sleep-tracking predictions and multi-currency support, but development has ceased since that point. With no updates in over four months, the app is currently stagnant. Future development momentum remains uncertain given the lack of recent activity.
Who built it?
Michaelangelo De Leon
2 apps tracked · Health & Fitness
KourtQ Pickleball ScorekeeperUser Sentiment
What do users think recently?
How are ratings & reviews evolving?
Not enough recent reviews to extract reliable themes yet.
Read the full review analysisCompetition
Competitive landscape for BeanBop - Caffeine Tracker
How's the Health & Fitness market?
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.
Read the market outlookThe rivals identified
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Access the full report for freeThe Analyst's Read
Key takeaways for BeanBop - Caffeine Tracker
Where is it heading?
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.
The SWOT
- Pharmacokinetic modeling provides a research-based barrier to entry
- Localized pricing in high-ARPU markets
Next best moves
Audit maintenance backlog because the 139-day update gap risks churn → stabilize retention
The counter-intuitive read
BeanBop's current maintenance state is a strategic risk…
Read the full takeSince the last report: 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.
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.
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- [1] App Store
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