--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "CoinValue：Coin Identifier" developer_entity: "A.T. LTD" bundle_id: "com.aurorithm.coinid" app_store_id: "6751377955" category: "Reference" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-05-15" report_date: "2026-05-20" last_verified: "2026-05-20T09:59:12.709Z" report_version: "1.8.3" total_reviews: 436 overall_rating: 4.54 sentiment: "Frustrated" sentiment_score: 35 confidence: "low" confidence_score: 0.35 top_praise_theme: "Accurate coin identification and valuation features provide utility for casual collectors" top_complaint_theme: "Subscription billing practices and lack of clear cancellation paths frustrate users" top_request_theme: "Transparent pricing and valuation methodology details for coins in varying conditions" review_sample_size: 11 total_review_count: 11 analyzed_review_count: 11 data_age_days: 43 momentum_velocity: "steady" intelligence_version: 3 nemesis: "CoinSnap: Coin Identifier" competitor_count: 7 tags: ["reference", "freemium", "frustrated sentiment", "mobile app", "app review", "app analysis", "collectors", "numismatists", "seeking"] canonical_url: "https://marlvel.ai/apps/com-aurorithm-coinid" license: "CC-BY-NC 4.0" content_version: "v2" --- # CoinValue：Coin Identifier App Audit ## TL;DR {#tldr} - **Category**: Reference · Freemium - **Signal**: Rating 4.54 · Sentiment Frustrated - **Recent focus**: Subscription billing practices and lack of clear cancellation paths frustrate users (top complaint) · Accurate coin identification and valuation features provide utility for casual collectors (top praise) · Transparent pricing and valuation methodology details for coins in varying conditions (top request) > **TL;DR:** CoinValue：Coin Identifier is a reference app by A.T. LTD, rated 4.54/5 by 436 users, with Frustrated user sentiment (35/100), available on iOS. > > **Marlvel.ai App Intelligence** — Independent analysis. US Market. No publisher influence. > **Key Insight:** CoinValue：Coin Identifier faces Frustrated user sentiment (4.54/5 from 436 reviews), with subscription billing practices and lack of clear cancellation paths frustrate users as the primary user concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.54/5 (436 reviews) | | **User Mood** | Frustrated | | **Category** | Reference | | **Developer** | A.T. LTD | | **Pricing** | Freemium | | **Platforms** | iOS | | **Confidence** | Low (0.35/1.0) | | **Data Age** | 43d | ## Metadata & Market Performance - **Publisher:** A.T. LTD - **Category:** Reference - **Target Audience:** Coin collectors and numismatists seeking rapid identification and market valuation tools for their collections. - **Platforms:** iOS - **Version Audited:** 1.8.3 - **Audit Date:** 2026-05-20 - **Signal Count:** 11 reviews analyzed - **Confidence:** Low (0.35/1.0) - **App Store ID (iOS):** 6751377955 - **Bundle ID:** com.aurorithm.coinid - **Performance Trend:** Mixed - **Data Window:** Analysis based on signals collected up to 2026-05-20 ## Executive Snapshot **What it is:** CoinValue is a numismatic identification and collection management app for iOS that uses AI to categorize coins and provide market valuations. **Why users hire it:** Users hire CoinValue to automate the tedious manual identification of coin collections, seeking immediate rarity and market value data without visiting a professional appraiser. ## App DNA (Features & Intent) - **[Differentiator] AI Coin Identification:** Image recognition engine identifies coins from photos or uploads using a database of 92,000 types * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Differentiator] Professional Analysis Reports:** Provides rarity grading and real-time market valuations for identified specimens * *User Intent:* Users seek enhanced value through premium features. - **[Standard] Collection Management:** Digital cataloging system to organize coins by series, era, or value * *User Intent:* Users are motivated by consistent progression and daily incentives. ## Market Position {#market-position} CoinValue sits #80 Grossing in the US Reference category, yet its free-tier rank has slipped to #99. The disparity between grossing and free-tier visibility signals that monetization friction is outpacing new user acquisition. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free version with limited access, Subscription-based premium access - **Analysis:** Freemium model relies on subscription conversion for advanced valuation data, with auto-renewal managed via iTunes account settings. ## 🔴 User Sentiment (Low Confidence: 11 of 11 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.54/5 - **Platform Split:** iOS 4.5/5 (436 ratings) - **Overall Sentiment:** Frustrated - **Note:** The 4.54/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline. ### Top Praises - **Accurate coin identification and valuation features provide utility for casual collectors** ### Top Complaints (Impact Areas) - **Subscription billing practices and lack of clear cancellation paths frustrate users** ### Top Requests (What Users Want) - **Transparent pricing and valuation methodology details for coins in varying conditions** ## SWOT Analysis {#swot} **Core Strengths:** - AI-powered identification engine provides immediate value for casual collectors - Digital cataloging system increases user switching costs **Critical Frictions:** - Subscription billing practices trigger high-frequency complaints - Inconsistent scan performance leads to user churn **Growth Levers:** - Transparent pricing methodology could rebuild user trust - B2B partnerships with local coin shops could expand distribution **Market Threats:** - Next Vision Limited's high-velocity release cadence - Regulatory tightening on subscription cancellation flows ## Recent Changes (v2 → v3) {#recent-changes} CoinValue has refined its competitive positioning to address subscription-related churn while maintaining its core AI identification utility. **Overall trend**: Mixed **Compared at**: 2026-05-20 ### High-impact changes - **[Shifted] Freemium Model Adoption** (pricing) — Pricing model shifted from generic subscription to a freemium structure, explicitly gating valuation data behind premium access. - **[Declined] Confidence in Sentiment Data** (sentiment) — Confidence in user sentiment data dropped from medium to low, indicating higher volatility in user feedback. ### Medium-impact changes - **[Improved] Rating Increase** (sentiment) — App Store rating increased from 4.48 to 4.54. - **[Added] Regulatory and Competitive Threats** (swot) — Added threats regarding regulatory scrutiny of cancellation flows and high-velocity release cadences from competitors. ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### CoinValue：Coin Identifier vs CoinSnap: Coin Identifier — Head to Head - **[CoinSnap: Coin Identifier](https://marlvel.ai/apps/coinsnap-coin-identifier)** by Next Vision Limited: Dominates the coin identification niche with massive user scale and a high-velocity release cadence that keeps their AI model ahead of competitors. - **Moat strength:** High — sustainable advantage over 12 months - **Key differences:** - Maintains a massive, crowd-sourced database that provides superior identification accuracy for rare and error coins. - Aggressive release schedule of 11 updates in six months ensures rapid adaptation to new numismatic trends. - Leverages a high-volume user base to refine AI recognition models faster than smaller, niche-focused competitors. - **Where CoinValue：Coin Identifier wins:** - ✅ Offers a more streamlined, lightweight interface that avoids the feature bloat found in larger, legacy-heavy identification apps. - **Where CoinSnap: Coin Identifier wins:** - ❌ Provides a significantly deeper numismatic database that reduces the frequency of 'unidentified' scan results for users. - ❌ Features a more mature community-driven ecosystem that encourages long-term user retention through collection management tools. - **Verdict:** The target app must pivot toward a specialized, high-accuracy niche or superior UX to avoid being crushed by the sheer data-moat of this market leader. ### Contenders (Strong Challengers) - **[CoinIn: Coin Scan Identifier](https://marlvel.ai/apps/com-coininapp)** by Vortemol Limited [Moat: Medium]: A high-velocity competitor that aggressively iterates on its scanning engine to challenge the market leader's dominance. - Maintains an extremely high release frequency, shipping 15 updates in six months to rapidly patch identification bugs. - Focuses on a simplified, scan-first user experience that reduces the time-to-value for casual coin collectors. - **[Coin ID: Coin Value Identifier](https://marlvel.ai/apps/com-aiby-wtcoin)** by AIBY [Moat: Medium]: A major player in the AI-identification space that leverages broad technical resources to maintain a strong market presence. - Integrates advanced AI valuation algorithms that provide real-time market pricing estimates directly within the scan results. - Utilizes a more polished, professional UI design that appeals to serious numismatists rather than just casual hobbyists. - **[Coinoscope: visual coin search](https://marlvel.ai/apps/coinoscope-visual-coin-search)** by Miccron [Moat: Low]: A long-standing specialist in visual search technology that remains a relevant alternative for users prioritizing search precision. - Prioritizes visual search accuracy over broad collection management features, appealing to users with specific identification needs. - Operates as a dedicated search tool rather than a full-suite collection manager, maintaining a smaller, focused footprint. ### Peers (What They Do Better) - **[NoteSnap: Banknote Identifier](https://marlvel.ai/apps/com-banknote-identifier)** by Next Vision Limited: Shares the same developer and core AI-scanning technology as the market leader but focuses on the adjacent banknote market. - Extends the proven coin-scanning AI architecture into the distinct domain of paper currency and banknote collecting. - Cross-promotes within the developer's ecosystem to capture users interested in both coin and banknote numismatics. - **[Picture Bird: Bird identifier](https://marlvel.ai/apps/cn-danatech-picturebird)** by Next Vision Limited: Demonstrates the developer's capability to apply the same identification-as-a-service model to different nature-based categories. - Applies high-accuracy image recognition technology to biological classification rather than inanimate object valuation. - Uses a proven, scalable UI framework that allows for rapid deployment across multiple identification-based niches. ### New Kids on the Block (What's Innovative) - **[HoloDex - TCG Scan & Collect](https://marlvel.ai/apps/com-getholodex-app)** by MAVELLI FZCO: An emerging threat that applies the coin-identification model to the high-growth Trading Card Game (TCG) market. ## What's New - **Latest (v1.8.3, 5 days ago):** General bug fixes and stability improvements. - **Last Major (v1.8.0, 1 months ago):** Enhanced Coin Detail Page with grading, pricing, and market data; improved camera performance for faster, sharper image capture. ## App Momentum (Steady) {#momentum} - Ships stability improvements and bug fixes. - Maintains consistent global category presence. > **Cadence:** 5 total versions · 2 majors in last 6 months · 5 days since last update · 25 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} CoinValue：Coin Identifier is a challenged reference app that is free with in-app purchases. With a 4.54/5 rating from 436 reviews, it faces significant user friction. > **Bottom Line:** CoinValue provides high utility for identification, but aggressive subscription billing practices threaten long-term retention, so the PM should prioritize transparent cancellation flows to stabilize the user base. **Best for:** Coin collectors and numismatists seeking rapid identification and market valuation tools for their collections. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] [HIGH IMPACT] Ship clear in-app cancellation paths because billing complaints are the #1 driver of negative sentiment → reduce refund surge — *Billing complaints are the top frequency theme in user sentiment data.* _(trade-off: deprioritize Pause the annual-tier price test to prioritize billing UX.)_ - [ ] [INVEST] [MEDIUM IMPACT] Pivot valuation methodology to be transparent because users explicitly request logic details → increase conversion confidence — *Users desire more information on how the app calculates price estimates.* _(trade-off: deprioritize Deprioritize the new historical context database expansion.)_ ### Feature Gaps vs Competitors - Crowd-sourced rare coin database (available in CoinSnap but absent here) - Community-driven identification forums (available in CoinSnap but absent here) ### Outlook: Declining The numismatic app market is consolidating around players with deep, community-verified databases. CoinValue's reliance on AI-only identification leaves it vulnerable to competitors that offer higher accuracy through crowd-sourced data, so the PM must pivot toward community features to prevent further churn. - 🔴 Subscription billing complaints in the latest release erode user trust, which compounds the churn pressure already visible in the review data. - ⚪ Recent updates focused on stability and bug fixes, indicating the team is currently in maintenance mode rather than aggressive feature expansion. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.54/5 | | Total Reviews | 436 | | Sentiment | Frustrated (35/100) | | Confidence | Low | | Pricing Model | Freemium | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Mixed | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **CoinValue：Coin Identifier** (this app) | 4.54/5 | Frustrated | A.T. LTD | | [CoinIn: Coin Scan Identifier](https://marlvel.ai/apps/com-coininapp) | 4.7/5 | N/A | Vortemol Limited | | [HoloDex - TCG Scan & Collect](https://marlvel.ai/apps/com-getholodex-app) | 4.8/5 | N/A | MAVELLI FZCO | | [NoteSnap: Banknote Identifier](https://marlvel.ai/apps/com-banknote-identifier) | 4.6/5 | N/A | Next Vision Limited | | [Coin ID: Coin Value Identifier](https://marlvel.ai/apps/com-aiby-wtcoin) | 4.5/5 | Mixed | AIBY | | [Picture Bird: Bird identifier](https://marlvel.ai/apps/cn-danatech-picturebird) | 4.7/5 | N/A | Next Vision Limited | ## Company Profile - **Developer:** A.T. LTD ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/coinvalue-coin-identifier/id6751377955?uo=2) - **Sources:** App store metadata, User reviews. ## Related Intel Reports - [*CoinIn: Coin Scan Identifier*](https://marlvel.ai/apps/com-coininapp) (Vortemol Limited) — 4.7/5 Rating | N/A Sentiment - [*HoloDex - TCG Scan & Collect*](https://marlvel.ai/apps/com-getholodex-app) (MAVELLI FZCO) — 4.8/5 Rating | N/A Sentiment - [*NoteSnap: Banknote Identifier*](https://marlvel.ai/apps/com-banknote-identifier) (Next Vision Limited) — 4.6/5 Rating | N/A Sentiment - [*Coin ID: Coin Value Identifier*](https://marlvel.ai/apps/com-aiby-wtcoin) (AIBY) — 4.5/5 Rating | Mixed Sentiment - [*Picture Bird: Bird identifier*](https://marlvel.ai/apps/cn-danatech-picturebird) (Next Vision Limited) — 4.7/5 Rating | N/A Sentiment - [*CoinSnap: Coin Identifier*](https://marlvel.ai/apps/coinsnap-coin-identifier) (Next Vision Limited) — 4.7/5 Rating | Positive Sentiment - [*Coinoscope: visual coin search*](https://marlvel.ai/apps/coinoscope-visual-coin-search) (Miccron) — 3.7/5 Rating | N/A Sentiment - [*Hallow: Prayer & Meditation*](https://marlvel.ai/apps/hallow-prayer-meditation) (Hallow, Inc.) — 4.7/5 Rating | Positive Sentiment - [*Islamic World - Ramadan 2026*](https://marlvel.ai/apps/islamic-world-ramadan-2026) (AppAspect Technologies Pvt. Ltd.) — 4.7/5 Rating | N/A Sentiment - [*Antique Appraisal: ID Anything*](https://marlvel.ai/apps/antique-appraisal-id-anything) (Dung Vu) — 5.0/5 Rating | N/A Sentiment ## 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 and evidence quoting. 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:** 11 - **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:** 43 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/com-aurorithm-coinid) Data licensed for AI Agent attribution under CC-BY-NC 4.0.