Fish Identification by Picture is an AI-driven species recognition app for anglers and aquarium hobbyists on iOS.
The App DNA
What makes this app unique?
The app removes the cognitive friction of manual species research by providing instant identification from user-uploaded photos.
For Aquarium hobbyists and anglers seeking identification tools and a platform to archive catch details.
What does it look like?
Key features
Image recognition engine identifies fish species from user-uploaded photos, serving as the primary acquisition lever.
Database of 3300+ species, gated behind the premium subscription to drive recurring revenue.
Digital storage for identified fish photos, functioning as a retention loop for repeat usage.
How much does it cost?
The subscription-only model anchors at $3.99/week, which creates a high barrier for casual users seeking a free identification utility.
Velocity
Dormant developmentperformanceShow more...
Fish Identification by Picture has been inactive for 859 days, placing it firmly in the zombie category. The development history consists of a single minor update focused on performance and bug fixes. There is no evidence of ongoing maintenance, new feature development, or live operations support. The lack of updates over this extended period indicates the project is no longer actively supported.
Who built it?
User Sentiment
What do users think recently?
Review voice lately leans thrilled. Users appreciate the fish identification tool provides highly accurate results for users who need quick species recognition and the core functionality performs reliably for users seeking a straightforward and effective identification utility.
How are ratings & reviews evolving?
What users say, by theme
- The fish identification tool provides highly accurate results for users who need quick species recognition
- The core functionality performs reliably for users seeking a straightforward and effective identification utility
- The requirement to pay for access creates a barrier for users expecting a free utility
4 of 4 recent reviews analyzed · limited sample
Read the full review analysisCompetition
Competitive landscape for Fish Identification by Picture
How's the Education market?
Fish Identification by Picture maintains a 4-star rating across 13 total ratings, but the lack of updates for 860 days signals a stagnant position in the education category.
Read the market outlookThe rivals identified
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Access the full report for freeThe Analyst's Read
Key takeaways for Fish Identification by Picture
Where is it heading?
Users report: The education category is shifting toward freemium models that offer immediate value to casual users, leaving Fish Identification by Picture exposed. Without a shift to a more accessible pricing structure, the app will likely continue to lose potential users to more active, free-to-try competitors.
- The 860-day update gap indicates the app is in maintenance mode, which erodes user trust and long-term retention potential.
The SWOT
- AI recognition engine provides high-accuracy species identification
- Introducing a limited free identification tier to expand the user base
Next best moves
Pivot to a freemium model because the current paywall is the top complaint → increase conversion
The counter-intuitive read
The lack of updates is a strategic advantage for a niche utility…
Read the full takeSince the last report: The competitive outlook for Fish Identification by Picture has shifted from stable to declining due to the persistent 860-day development gap. The analysis now explicitly identifies user churn as a primary threat resulting from the lack of feature updates.
Bottom line
Users report: Transitioning to a freemium model would unlock the top-of-funnel conversion currently blocked by the subscription-only paywall, allowing Fish Identification by Picture to capture casual users who currently bounce upon seeing the price tag.
Unlock 2 critical frictions, 1 market threat and the analyst’s take.
Access the full report for freeFAQ
Is Fish Identification by Picture free to use?
Does Fish Identification by Picture work for all types of fish?
Are there any free alternatives to Fish Identification by Picture?
Sources
- [1] App Store, source
Report last updated