--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Coin Identifier - CoinCheck" developer_entity: "Macro Tap Apps Limited" bundle_id: "com.coins.identifier" app_store_id: "6455731760" category: "Reference" primary_platform: "ios" primary_monetization: "Subscription" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-05-19" report_date: "2026-05-19" last_verified: "2026-05-19T20:53:17.251Z" report_version: "1.21.0" total_reviews: 12054 overall_rating: 4.52 sentiment: "Upset" sentiment_score: 15 confidence: "low" confidence_score: 0.7 top_praise_theme: "Basic coin identification functionality provides initial interest for casual collectors exploring their inventory" top_complaint_theme: "Subscription cancellation processes are intentionally obscured to prevent users from ending their recurring payments" review_sample_size: 51 total_review_count: 51 analyzed_review_count: 51 data_age_days: 34 momentum_velocity: "maintenance" intelligence_version: 3 nemesis: "CoinSnap: Coin Identifier" competitor_count: 8 tags: ["reference", "subscription", "upset sentiment", "mobile app", "app review", "app analysis", "casual", "enthusiasts", "serious"] canonical_url: "https://marlvel.ai/intel-report/reference/com-coins-identifier" license: "CC-BY-NC 4.0" content_version: "v2" --- # Coin Identifier - CoinCheck App Audit ## TL;DR {#tldr} - **Category**: Reference ยท Subscription - **Signal**: Rating 4.52 ยท Sentiment Upset - **Recent focus**: Subscription cancellation processes are intentionally obscured to prevent users from ending their recurring payments (top complaint) ยท Basic coin identification functionality provides initial interest for casual collectors exploring their inventory (top praise) > **TL;DR:** Coin Identifier - CoinCheck is a reference app by Macro Tap Apps Limited, rated 4.52/5 by 12.1K users, with Upset user sentiment (15/100), available on iOS. > > **Marlvel.ai App Intelligence** โ€” Independent analysis. US Market. No publisher influence. > **Key Insight:** Coin Identifier - CoinCheck faces Upset user sentiment (4.52/5 from 12.1K reviews), with subscription cancellation processes are intentionally obscured to prevent users from ending their recurring payments as the primary user concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.52/5 (12.1K reviews) | | **User Mood** | Upset | | **Category** | Reference | | **Developer** | Macro Tap Apps Limited | | **Pricing** | Subscription | | **Platforms** | iOS | | **Confidence** | Low (0.7/1.0) | | **Data Age** | 0d | ## Metadata & Market Performance - **Publisher:** Macro Tap Apps Limited - **Category:** Reference - **Target Audience:** Casual coin enthusiasts and serious numismatists seeking automated identification and valuation tools. - **Platforms:** iOS - **Version Audited:** 1.21.0 - **Audit Date:** 2026-05-19 - **Signal Count:** 51 reviews analyzed - **Confidence:** Low (0.7/1.0) - **App Store ID (iOS):** 6455731760 - **Bundle ID:** com.coins.identifier - **Performance Trend:** Declining - **Data Window:** Analysis based on signals collected up to 2026-05-19 ## Executive Snapshot **What it is:** CoinCheck is a mobile reference tool for identifying coins and estimating their market value via AI image recognition on iOS. **Why users hire it:** Users hire the app to satisfy curiosity about coin worth without needing deep numismatic expertise, though the current execution fails to provide the accuracy required for serious collection management. ## App DNA (Features & Intent) - **[Differentiator] AI Coin Identification:** Image recognition technology identifies coins from camera or gallery uploads * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Differentiator] Market Valuation:** AI-driven estimation of coin market value provided in real-time * *User Intent:* Users seek enhanced value through premium features. - **[Standard] Collection Tracking:** Categorization and tracking tools for personal coin inventories * *User Intent:* Users want visibility into their own performance and progress. ## Market Position {#market-position} CoinCheck sits #68 Grossing in the US Reference category, with 12,054 total ratings. The gap between its high rating count and the poor sentiment trend signals that early-stage conversion is outpacing long-term user satisfaction. ## Monetization Strategy - **Model:** Subscription - **Tiers:** Weekly subscription at $5.99, Monthly subscription at $12.99, Yearly subscription at $29.99, Lifetime access at $49.99 - **Analysis:** Subscription-first model anchored by a $49.99 lifetime option to capture high-intent collectors. ## ๐Ÿ”ด User Sentiment (Low Confidence: 51 of 51 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.52/5 - **Platform Split:** iOS 4.5/5 (12.1K ratings) - **Overall Sentiment:** Upset - **Note:** The 4.52/5 store rating reflects cumulative history, while the Upset sentiment reflects recent user reviews analyzed by our AI pipeline. ### Top Praises - **Basic coin identification functionality provides initial interest for casual collectors exploring their inventory** ### Top Complaints (Impact Areas) - **Subscription cancellation processes are intentionally obscured to prevent users from ending their recurring payments** - **Inaccurate coin identification results undermine the utility of the scanning feature for serious collectors** ## SWOT Analysis {#swot} **Core Strengths:** - Automated identification workflow reduces entry friction for casual users - Multi-tier pricing captures both impulsive and high-intent collectors **Critical Frictions:** - Subscription cancellation flow obscures user control, driving negative sentiment - AI identification accuracy fails to meet the standards of serious numismatists - Premium tier pricing sits above category median for casual utility **Growth Levers:** - Integrate community-verified data to improve identification accuracy - Expand into adjacent hobbyist domains like banknotes or stamps **Market Threats:** - Established competitors with larger databases are iterating faster - Negative sentiment regarding billing practices risks platform-level enforcement action ## Recent Changes (v2 โ†’ v3) {#recent-changes} The app has entered a maintenance-only development cycle while struggling with high churn driven by opaque billing and inaccurate scanning. **Overall trend**: Declining **Compared at**: 2026-05-19 ### High-impact changes - **[Shifted] Development Cadence** (positioning) โ€” Transitioned to a maintenance-only release schedule with no new features in the latest update. - **[Declined] Sentiment Confidence** (sentiment) โ€” Confidence in sentiment analysis dropped from high to low due to persistent, unresolved complaints. ### Medium-impact changes - **[Improved] AI Coin Identification Position** (features) โ€” Feature competitive position upgraded from standard to differentiator. - **[Added] New Weakness Identified** (swot) โ€” Premium tier pricing identified as exceeding the category median for casual utility. ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### Coin Identifier - CoinCheck vs CoinSnap: Coin Identifier โ€” Head to Head - **[CoinSnap: Coin Identifier](https://marlvel.ai/intel-report/reference/coinsnap-coin-identifier)** by Next Vision Limited: With over 270,000 ratings, this app dominates the coin identification niche through massive scale and high-frequency feature updates. - **Moat strength:** High โ€” sustainable advantage over 12 months - **Key differences:** - Maintains a massive, crowd-sourced numismatic database that provides deeper historical context than standard AI scanners. - Aggressive release cadence of 11 updates in six months ensures rapid bug fixes and feature iteration. - Leverages a high-volume user base to refine AI recognition accuracy through continuous feedback loops. - **Where Coin Identifier - CoinCheck wins:** - โœ… Offers a more streamlined, lightweight interface that reduces the friction of the initial coin scanning process. - โœ… Focuses on a simplified user experience that avoids the feature bloat found in larger, more complex competitors. - **Where CoinSnap: Coin Identifier wins:** - โŒ Provides comprehensive coin grading and market value estimation tools that go beyond simple identification. - โŒ Integrates a robust social community feature that allows collectors to share and discuss their findings. - **Verdict:** The target app must pivot toward a specialized, high-accuracy niche or community-driven features to avoid being commoditized by CoinSnap's scale. ### Contenders (Strong Challengers) - **[CoinIn: Coin Scan Identifier](https://marlvel.ai/intel-report/reference/com-coininapp)** by Vortemol Limited [Moat: Medium]: High-velocity development with 15 releases in six months makes this a primary threat to the target's market share. - Ships frequent UI/UX refinements that keep the app feeling modern compared to static, legacy competitors. - Optimized for rapid, high-speed scanning workflows that prioritize immediate identification over deep historical data. - **[Coin ID: Coin Value Identifier](https://marlvel.ai/intel-report/reference/com-aiby-wtcoin)** by AIBY [Moat: Medium]: A strong alternative that focuses on the financial aspect of numismatics, appealing to users interested in coin valuation. - Integrates real-time market valuation data that directly addresses the user's intent to monetize their collection. - Positions itself as a financial tool rather than just a reference guide, attracting a more serious collector demographic. - **[Coinoscope: visual coin search](https://marlvel.ai/intel-report/reference/coinoscope-visual-coin-search)** by Miccron [Moat: Low]: A long-standing player in the visual search space that provides a specialized alternative to general-purpose identifiers. - Utilizes a specialized visual search engine that excels at identifying worn or damaged coins better than general AI. - Maintains a focused, minimalist design that appeals to purist collectors who dislike cluttered, ad-heavy interfaces. ### Peers (What They Do Better) - **[NoteSnap: Banknote Identifier](https://marlvel.ai/intel-report/reference/com-banknote-identifier)** by Next Vision Limited: Operates in the adjacent banknote identification space, sharing the same parent developer and underlying AI technology. - Extends the core identification technology to paper currency, capturing the broader market of physical asset collectors. - Shares the same UI/UX design language as CoinSnap, creating a cohesive ecosystem for multi-asset collectors. - **[iCollect Everything: Inventory](https://marlvel.ai/intel-report/reference/com-icollect)** by iCollect Everything, LLC: A broad inventory management tool that competes for the same user's time and attention in the collection management category. - Provides a comprehensive, multi-category inventory system that allows users to track coins alongside other collectibles. - Offers advanced cloud-syncing and backup features that are critical for users with high-value, long-term collections. - **[Picture Bird: Bird identifier](https://marlvel.ai/intel-report/reference/cn-danatech-picturebird)** by Next Vision Limited: Demonstrates the application of the same AI-scanning technology to a different hobbyist domain. - Focuses on biological identification, showcasing the versatility of the developer's underlying image recognition engine. - Includes educational content and habitat tracking that differentiates it from purely transactional identification apps. ### New Kids on the Block (What's Innovative) - **[HoloDex - TCG Scan & Collect](https://marlvel.ai/intel-report/reference/com-getholodex-app)** by MAVELLI FZCO: A recent entrant that is rapidly iterating on the scan-and-collect model within the high-growth TCG market. ## What's New - **Latest (v1.21.0, today):** General bug fixes and performance improvements. ## App Momentum (Maintenance) {#momentum} - Ships generic maintenance updates. - Maintains category-specific chart presence. > **Cadence:** 5 total versions ยท 1 majors in last 6 months ยท 0 days since last update ยท 54 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Coin Identifier - CoinCheck is a challenged reference app that is available. With a 4.52/5 rating from 12.1K reviews, it faces significant user friction. > **Bottom Line:** CoinCheck attracts casual users through automated scanning, but the opaque billing and poor accuracy create a high-churn cycle, so the PM must prioritize transparent cancellation and scanning reliability to stabilize the user base. **Best for:** Casual coin enthusiasts and serious numismatists seeking automated identification and valuation tools. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] [HIGH IMPACT] Simplify subscription cancellation flow because user complaints cite obscured termination options โ†’ reduce churn โ€” *Subscription cancellation is the #1 complaint theme in user sentiment data.* _(trade-off: deprioritize Pause the new AI-model training sprint โ€” billing compliance has higher churn impact.)_ - [ ] [INVEST] [HIGH IMPACT] Audit AI identification accuracy against physical inspection benchmarks because users report frequent misidentification โ†’ improve retention โ€” *Inaccurate scanning is the primary driver of dissatisfaction among serious collectors.* _(trade-off: deprioritize Deprioritize the UI redesign โ€” core utility failure renders UI improvements moot.)_ ### Feature Gaps vs Competitors - Comprehensive coin grading tools (available in CoinSnap but absent here) - Social community features for sharing findings (available in CoinSnap but absent here) ### Outlook: Declining The numismatic identification market is consolidating around apps with massive, community-verified databases, leaving CoinCheck exposed. Without a pivot to improve identification accuracy and billing transparency, the app will continue to lose ground to faster-iterating competitors. - ๐Ÿ”ด Persistent complaints regarding obscured cancellation flows drive high churn, which compounds the negative sentiment already visible in recent reviews. - ๐Ÿ”ด Inaccurate scanning results for serious collectors limit the app to a casual-only audience, preventing long-term monetization of high-intent numismatists. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.52/5 | | Total Reviews | 12.1K | | Sentiment | Upset (15/100) | | Confidence | Low | | Pricing Model | Subscription | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Declining | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Coin Identifier - CoinCheck** (this app) | 4.52/5 | Upset | Macro Tap Apps Limited | | [iCollect Everything: Inventory](https://marlvel.ai/intel-report/reference/com-icollect) | 4.6/5 | N/A | iCollect Everything, LLC | | [CoinIn: Coin Scan Identifier](https://marlvel.ai/intel-report/reference/com-coininapp) | 4.7/5 | N/A | Vortemol Limited | | [HoloDex - TCG Scan & Collect](https://marlvel.ai/intel-report/reference/com-getholodex-app) | 4.8/5 | N/A | MAVELLI FZCO | | [NoteSnap: Banknote Identifier](https://marlvel.ai/intel-report/reference/com-banknote-identifier) | 4.6/5 | N/A | Next Vision Limited | | [Coin ID: Coin Value Identifier](https://marlvel.ai/intel-report/reference/com-aiby-wtcoin) | 4.5/5 | Mixed | AIBY | ## Company Profile - **Developer:** Macro Tap Apps Limited - **Website:** [https://www.macrotapapps.com/](https://www.macrotapapps.com/) - **Social:** [Instagram](https://www.instagram.com/muzio.player) ยท [Facebook](https://www.facebook.com/muzioplayer) ยท [Discord](https://discord.gg/VRQuePwJgU) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/coin-identifier-coincheck/id6455731760?uo=2) - **Dev Site:** [Official Website](https://www.macrotapapps.com/) - **Sources:** Developer website content, App store metadata, User reviews. ## Related Intel Reports - [*iCollect Everything: Inventory*](https://marlvel.ai/intel-report/reference/com-icollect) (iCollect Everything, LLC) โ€” 4.6/5 Rating | N/A Sentiment - [*CoinIn: Coin Scan Identifier*](https://marlvel.ai/intel-report/reference/com-coininapp) (Vortemol Limited) โ€” 4.7/5 Rating | N/A Sentiment - [*HoloDex - TCG Scan & Collect*](https://marlvel.ai/intel-report/reference/com-getholodex-app) (MAVELLI FZCO) โ€” 4.8/5 Rating | N/A Sentiment - [*NoteSnap: Banknote Identifier*](https://marlvel.ai/intel-report/reference/com-banknote-identifier) (Next Vision Limited) โ€” 4.6/5 Rating | N/A Sentiment - [*Coin ID: Coin Value Identifier*](https://marlvel.ai/intel-report/reference/com-aiby-wtcoin) (AIBY) โ€” 4.5/5 Rating | Mixed Sentiment - [*Picture Bird: Bird identifier*](https://marlvel.ai/intel-report/reference/cn-danatech-picturebird) (Next Vision Limited) โ€” 4.7/5 Rating | N/A Sentiment - [*CoinSnap: Coin Identifier*](https://marlvel.ai/intel-report/reference/coinsnap-coin-identifier) (Next Vision Limited) โ€” 4.7/5 Rating | Positive Sentiment - [*Coinoscope: visual coin search*](https://marlvel.ai/intel-report/reference/coinoscope-visual-coin-search) (Miccron) โ€” 3.7/5 Rating | N/A Sentiment - [*Hallow: Prayer & Meditation*](https://marlvel.ai/intel-report/reference/hallow-prayer-meditation) (Hallow, Inc.) โ€” 4.7/5 Rating | Positive Sentiment - [*Antique Appraisal: ID Anything*](https://marlvel.ai/intel-report/reference/antique-appraisal-id-anything) (Dung Vu) โ€” 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** โ€” 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** โ€” 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** โ€” 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** โ€” 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** โ€” 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:** 0.7/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 51 - **Data Sources:** user reviews, developer website, 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:** 0 days since last refresh --- ยฉ 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/intel-report/reference/com-coins-identifier) Data licensed for AI Agent attribution under CC-BY-NC 4.0.