CoffeeIn: Coffee Guide&Scanner
By PIXELCELL
CoffeeIn is a coffee brewing guide and scanner app for home enthusiasts on iOS.
The App DNA
What makes this app unique?
The app removes the cognitive load of manual extraction tracking by providing data-driven feedback through camera-based analysis.
For Home coffee enthusiasts ranging from beginners to advanced brewers looking to refine their extraction techniques and track their coffee collection.
What does it look like?
Key features
Uses camera input to analyze extraction process and crema quality, providing feedback on brew parameters. Premium-tier gate — data-driven feedback loop encourages long-term usage and subscription retention.
Identifies roast level, bean type, and origin via photo recognition to suggest brewing methods. Retention — provides utility that increases the frequency of app interaction during daily coffee preparation.
Step-by-step instructions for methods including French Press, AeroPress, Chemex, and Moka Pot. Acquisition — core utility drives initial downloads and provides the primary value proposition for new users.
How much does it cost?
Freemium model utilizes auto-renewing subscriptions managed through iTunes, with a 24-hour cancellation window requirement.
Velocity
Dormant developmentopaqueShow more...
CoffeeIn: Coffee Guide&Scanner has seen no development activity for over six months, with the last update occurring 193 days ago. The app is currently in a zombie state, as it has not received any feature updates or maintenance patches in this period. Given the lack of recent releases, there is no evidence of ongoing support or development momentum.
Who built it?
PIXELCELL
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Hablo: Speak & Learn EnglishUser Sentiment
What do users think recently?
Recent user voice shows a frustrated sentiment.
How are ratings & reviews evolving?
What users say, by theme
- Users report the app lacks essential unit conversion settings for weight and temperature measurements
6 of 6 recent reviews analyzed · limited sample · Frustrated overall
Read the full review analysisUnlock 2 more frustration themes and 1 user request, each backed by review evidence.
Access the full report for freeCompetition
Competitive landscape for CoffeeIn: Coffee Guide&Scanner
How's the Reference market?
CoffeeIn occupies the Reference category with a 4.375 rating across 16 reviews. The lack of updates for over 6 months indicates a stagnant market position relative to active competitors.
Read the market outlookThe rivals identified
Unlock the deeper market read.
Access the full report for freeThe Analyst's Read
Key takeaways for CoffeeIn: Coffee Guide&Scanner
Where is it heading?
The home coffee reference market is shifting toward apps that offer seamless integration with daily brewing workflows, and CoffeeIn's current lack of metric support makes it a poor fit for international users. Without a return to active development, CoffeeIn will likely see continued sentiment decline and user attrition as more responsive alternatives gain traction.
- The six-month development silence indicates a lack of active investment, which prevents CoffeeIn from addressing critical user-requested localization features.
- Users report: Persistent complaints regarding deceptive billing practices erode user trust, which compounds the churn risk already present in the subscription-gated feature set.
The SWOT
- Smart Coffee Analysis provides a data-driven feedback loop that encourages long-term subscription retention.
- Adding metric conversion settings would resolve the #1 user complaint and improve retention.
Next best moves
Ship metric unit conversion settings because it is the #1 user request → improve retention
+ 1 more prioritized moveThe counter-intuitive read
CoffeeIn's maintenance-mode status is a strategic risk that…
Read the full takeBottom line
CoffeeIn must prioritize basic localization and billing transparency to stabilize its user base. Addressing the unit conversion gap would unlock the utility CoffeeIn promises, while clarifying trial terms is essential to stop the negative sentiment currently eroding trust.
Unlock 2 critical frictions, 1 market threat, 1 more prioritized move and the analyst’s take.
Access the full report for freeFAQ
Is CoffeeIn good for beginners?
Does CoffeeIn have metric measurement support?
Is CoffeeIn free to use?
Sources
- [1] App Store
Report last updated