--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "AI Fish Identifier by Picture" developer_entity: "志勇 杨" bundle_id: "cn.com.cocosand.fishidentifier" app_store_id: "6758871679" category: "Education" primary_platform: "ios" primary_monetization: "Subscription" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-09-19" report_date: "2026-10-08" last_verified: "2026-10-08T00:00:00.000Z" report_version: "1.2" total_reviews: 5 overall_rating: 5 sentiment: "Thrilled" sentiment_score: 90 confidence: "low" confidence_score: 0.35 top_praise_theme: "AI-driven image recognition provides instant and precise identification for both freshwater and saltwater fish species" review_sample_size: 5 total_review_count: 5 analyzed_review_count: 5 data_age_days: 38 momentum_velocity: "maintenance" intelligence_version: 2 tags: ["education", "subscription", "thrilled sentiment", "mobile app", "app review", "app analysis", "anglers,", "aquarium", "hobbyists,"] canonical_url: "https://marlvel.ai/apps/ai-fish-identifier-by-picture" license: "CC-BY-NC 4.0" content_version: "v2" --- # AI Fish Identifier by Picture Intelligence Report ## TL;DR {#tldr} - **Category**: Education · Subscription - **Signal**: Rating 5 · Sentiment Thrilled - **Recent focus**: AI-driven image recognition provides instant and precise identification for both freshwater and saltwater fish species (top praise) > **TL;DR:** AI Fish Identifier by Picture is a education app by 志勇 杨, rated 5/5 by 5 users, with Thrilled user sentiment (90/100), available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** AI Fish Identifier by Picture maintains Thrilled user sentiment (5/5 from 5 reviews), with users consistently praising ai-driven image recognition provides instant and precise identification for both freshwater and saltwater fish species. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 5/5 (5 reviews) | | **User Mood** | Thrilled | | **Category** | Education | | **Developer** | 志勇 杨 | | **Pricing** | Subscription | | **Platforms** | iOS | | **Confidence** | Low (0.35/1.0) | | **Data Age** | 38d | ## Metadata & Market Performance - **Publisher:** 志勇 杨 - **Category:** Education - **Target Audience:** Anglers, aquarium hobbyists, marine biology students, and outdoor enthusiasts. - **Platforms:** iOS - **Version Reviewed:** 1.2 - **Report Date:** 2026-10-08 - **Signal Count:** 5 reviews analyzed - **Confidence:** Low (0.35/1.0) - **App Store ID (iOS):** 6758871679 - **Bundle ID:** cn.com.cocosand.fishidentifier - **Data Window:** Analysis based on signals collected up to 2026-10-08 ## Executive Snapshot **What it is:** AI Fish Identifier by Picture is a camera-based identification tool for 30,000+ fish species, designed for anglers and aquarium hobbyists on iOS. **Why users hire it:** The app removes the time cost of manual species research during field trips or aquarium maintenance by providing instant biological and care data. ## App DNA (Features & Intent) - **[Differentiator] Instant AI Identification:** Camera-based recognition for over 30,000 fish species using photo uploads or live capture. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Standard] Aquarium Care Database:** Provides specific tank requirements including pH, temperature, and species compatibility. * *User Intent:* Users seek enhanced value through premium features. - **[Standard] Digital Fishing Journal:** Logs scans with timestamps to track personal catches and aquatic discoveries. * *User Intent:* Users want to quickly find relevant content or features. ## Market Position {#market-position} AI Fish Identifier by Picture holds a 5.0 rating across 5 reviews in the Education category. The lack of recent feature updates suggests a stable, maintenance-focused position rather than an aggressive growth strategy. ## Monetization Strategy - **Model:** Subscription - **Tiers:** Weekly subscription with 3-day free trial, Yearly subscription - **Analysis:** Subscription-only model anchored by a 3-day free trial to convert users after initial identification. ## 🟢 User Sentiment (Low Confidence: 5 of 5 reviews analyzed) {#user-sentiment} - **Overall Rating:** 5/5 - **Platform Split:** iOS 5.0/5 (5 ratings) - **Overall Sentiment:** Thrilled ### Top Praises - **AI-driven image recognition provides instant and precise identification for both freshwater and saltwater fish species** - **Educational content including habitat and trait details adds significant value beyond simple species identification tools** - **Clean and intuitive interface design allows users to identify fish quickly while out in the field** ## SWOT Analysis {#swot} **Core Strengths:** - AI recognition engine covers 30,000+ species - Integrated aquarium care data provides utility **Growth Levers:** - Community catch-sharing features could increase retention ## What's New - **Latest (v1.2, 2 weeks ago):** Maintenance update focused on bug fixes and performance improvements. ## App Momentum (Maintenance) {#momentum} - Ships maintenance updates only - Last major release two weeks ago > **Cadence:** 2 total versions · 0 majors in last 6 months · 19 days since last update · 63 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} AI Fish Identifier by Picture is an education app. It holds a 5/5 rating from 5 reviews. > **Bottom Line:** The subscription-only model restricts AI Fish Identifier by Picture to power users, while the lack of feature expansion leaves the app vulnerable to free, ad-supported rivals. Pivoting to a freemium model would unlock the top-of-funnel growth needed to defend the category position. **Best for:** Anglers, aquarium hobbyists, marine biology students, and outdoor enthusiasts. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] A/B test a limited free-tier identification limit because the subscription-only model is a high barrier → increase top-of-funnel conversion ### Outlook: Stable The aquatic identification market is consolidating around tools that offer both identification and community-driven social features. AI Fish Identifier by Picture remains stable due to its accurate recognition engine, but the lack of feature updates will likely lead to user attrition if rivals introduce social or community-sharing capabilities. - ⚪ The current maintenance-only release cadence suggests a focus on stability over growth, which risks stagnation against more active competitors. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 5/5 | | Total Reviews | 5 | | Sentiment | Thrilled (90/100) | | Confidence | Low | | Pricing Model | Subscription | | Platforms | iOS | | Key Features | 3 analyzed | | Outlook | Stable | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **AI Fish Identifier by Picture** (this app) | 5/5 | Thrilled | 志勇 杨 | | [ALPA: Lernspiele für Kinder](https://marlvel.ai/apps/alpa-lernspiele-fur-kinder) | N/A/5 | N/A | ALPA Kids OU | | [ATPdigital (Legacy)](https://marlvel.ai/apps/atpdigital-legacy) | 2.0/5 | n/a | Bristol Groundschool International Ltd | | [Catbus Student](https://marlvel.ai/apps/catbus-student) | 4.1/5 | N/A | Cohota Join Stock Company | | [Chinese Tibetan Dictionary](https://marlvel.ai/apps/chinese-tibetan-dictionary) | 5.0/5 | Thrilled | Lobsang Monlam16922404891 | | [Insights to Behavior](https://marlvel.ai/apps/insights-to-behavior) | N/A/5 | N/A | Insights to Behavior | ## Company Profile - **Developer:** 志勇 杨 ## Data Sources & Links - **App Store ID:** 6758871679 - **Sources:** App store metadata, User reviews. ## Related Intel Reports - [*ALPA: Lernspiele für Kinder*](https://marlvel.ai/apps/alpa-lernspiele-fur-kinder) (ALPA Kids OU) · N/A Rating - [*ATPdigital (Legacy)*](https://marlvel.ai/apps/atpdigital-legacy) (Bristol Groundschool International Ltd) · 2.0/5 Rating - [*Catbus Student*](https://marlvel.ai/apps/catbus-student) (Cohota Join Stock Company) · 4.1/5 Rating - [*Chinese Tibetan Dictionary*](https://marlvel.ai/apps/chinese-tibetan-dictionary) (Lobsang Monlam16922404891) · 5.0/5 Rating | Excellent Sentiment - [*Insights to Behavior*](https://marlvel.ai/apps/insights-to-behavior) (Insights to Behavior) · N/A Rating - [*Legasthenie & LRS Trainer*](https://marlvel.ai/apps/legasthenie-lrs-trainer) (Matthias Aigner) · N/A Rating - [*Lyceum Leaf Parent*](https://marlvel.ai/apps/lyceum-leaf-parent) (Techcess Business Solutions (Pvt) Ltd) · N/A Rating - [*Money Matrix (CAD)*](https://marlvel.ai/apps/money-matrix-cad) (Blooming Kids Software LLC) · 5.0/5 Rating - [*myTibetan*](https://marlvel.ai/apps/mytibetan) (Yury Nevalenny) · 4.8/5 Rating | Excellent Sentiment - [*Quran Treasure Island for Kids*](https://marlvel.ai/apps/quran-treasure-island-for-kids) (Akeela Manekia) · 4.9/5 Rating ## Frequently Asked Questions {#faq} ### Is AI Fish Identifier by Picture free to use? The app requires a weekly or yearly subscription for unlimited access to identification and expert features, though a 3-day free trial is available. ### Does AI Fish Identifier by Picture work for both freshwater and saltwater fish? Yes, users report the identification tool is accurate and fast for both freshwater and saltwater species. ### What is the difference between this and a free fish identification app? AI Fish Identifier by Picture provides a deeper database of 30,000+ species and specific aquarium care data, whereas free alternatives often lack these expert-level details. ### Is there a way to track the fish I have identified? Yes, the app includes a digital fishing journal that automatically saves scans with timestamps. ## 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:** 0.35/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 5 - **Data Sources:** user reviews, 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:** 38 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/ai-fish-identifier-by-picture) Data licensed for AI Agent attribution under CC-BY-NC 4.0.