Coin Identifier - Coinby
By Pixoby
Coinby is a mobile utility for identifying and cataloging coins using AI-powered camera scanning on iOS and Android.
The App DNA
What makes this app unique?
Collectors use the platform to quickly determine the origin, mint mark, and estimated value of coins without manual research.
For Hobbyist coin collectors, numismatists, and history enthusiasts.
What does it look like?
Key features
Camera-based recognition identifies coin origin, year, mint mark, and composition.
Digital catalog for saving identified coins with custom notes and tracking.
How much does it cost?
The freemium model gates core identification features, which users report as a primary source of frustration given the current accuracy limitations.
Velocity
Dormant developmentopaqueShow more...
Coin Identifier - Coinby has been inactive for approximately 361 days, falling well outside the threshold for active development. The last recorded releases occurred in late September 2025 and consisted solely of minor usability and bug-fix updates. Given the lack of any activity for over a year, the development momentum is classified as stagnant.
Who built it?
Pixoby
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Rock Identifier - RockbyUser Sentiment
What do users think recently?
Recent user voice shows a frustrated sentiment. Users appreciate the core coin identification feature provides an engaging experience for users with large coin collections.
How are ratings & reviews evolving?
What users say, by theme
- The core coin identification feature provides an engaging experience for users with large coin collections
- Image recognition fails to identify specific coin details like letters and numbers on common currency
7 of 7 recent reviews analyzed · limited sample · Frustrated overall
Read the full review analysisUnlock 1 more frustration theme, each backed by review evidence.
Access the full report for freeCompetition
Competitive landscape for Coin Identifier - Coinby
How's the Utilities market?
Coinby maintains a 4.94 rating on iOS with 19 reviews, but the Android version holds a 4.13 rating across 1,677 reviews. The disparity in volume and rating suggests the Android base is significantly more sensitive to the current monetization and accuracy limitations.
Read the market outlookThe rivals identified
Unlock the deeper market read.
Access the full report for freeThe Analyst's Read
Key takeaways for Coin Identifier - Coinby
Where is it heading?
The numismatic utility market is consolidating, and Coinby's lack of recent feature investment leaves it exposed to competitors with faster iteration cycles. Without a pivot to improve recognition accuracy or adjust the paywall, the app will likely see continued erosion of its Android user base.
- The 12-month development freeze prevents the app from addressing recognition failures, which compounds the negative sentiment regarding the current monetization model.
The SWOT
- Cross-platform sync builds a persistent collection database that increases user switching costs.
- Implement a tiered recognition system to align monetization with user expectations for free basic identification.
Next best moves
Pivot monetization to a tiered model because current paywalls on inaccurate identification drive negative sentiment → improve rating baseline.
+ 1 more prioritized moveThe counter-intuitive read
The app's stagnation is a strategic risk that…
Read the full takeBottom line
Coinby must pivot its monetization strategy to align with the current performance of its AI scanner, as gating inaccurate identification behind a paywall is actively eroding the user base. Addressing recognition accuracy is the only way to justify the current revenue model.
Unlock 1 critical friction, 1 market threat, 1 more prioritized move and the analyst’s take.
Access the full report for freeFAQ
Is Coinby free to use?
How accurate is the coin scanner?
Can I use Coinby on both my phone and computer?
Sources
- [1] Play Store listing
- [2] Developer website, source
- [3] App Store listing
Report last updated