--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Coin ID: Coin Value Identifier" developer_entity: "AIBY" bundle_id: "com.aiby.wtcoin" app_store_id: "1665672552" category: "Reference" primary_platform: "ios" primary_monetization: "Subscription" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-04-04" report_date: "2026-04-11" report_version: "1.24" total_reviews: 42065 overall_rating: 4.5 sentiment: "Mixed" sentiment_score: 42 confidence: "high" confidence_score: 0.85 data_age_days: 29 intelligence_version: 3 nemesis: "CoinSnap: Coin Identifier" competitor_count: 7 tags: ["reference", "subscription", "mixed sentiment", "mobile app", "app review", "app analysis", "numismatists,", "hobbyist", "collectors,"] canonical_url: "https://marlvel.ai/intel-report/reference/com-aiby-wtcoin" license: "CC-BY-NC 4.0" last_verified: "2026-04-17T13:48:19.381Z" --- # Coin ID: Coin Value Identifier App Audit > **TL;DR:** Coin ID: Coin Value Identifier is a reference app by AIBY, rated 4.5/5 by 42,065 users, with Mixed user sentiment (42/100), available on iOS. > > **Marlvel.ai App Intelligence** — Independent analysis. US Market. No publisher influence. > **Key Insight:** Coin ID: Coin Value Identifier shows Mixed sentiment (4.5/5 from 42,065 reviews) — users praise ease of use but report issues with inaccurate valuations and identification. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.5/5 (42,065 reviews) | | **User Mood** | Mixed | | **Category** | Reference | | **Developer** | AIBY | | **Pricing** | Subscription | | **Platforms** | iOS | | **Confidence** | High (0.85/1.0) | | **Data Age** | 0d | ## Metadata & Market Performance - **Publisher:** AIBY - **Category:** Reference - **Target Audience:** Numismatists, hobbyist coin collectors, and treasure hunters looking for quick identification and collection organization. - **Platforms:** iOS - **Version Audited:** 1.24 - **Audit Date:** 2026-04-11 - **Signal Count:** 42065 reviews analyzed - **Confidence:** High (0.85/1.0) - **App Store ID (iOS):** 1665672552 - **Bundle ID:** com.aiby.wtcoin - **Performance Trend:** Mixed - **Data Window:** Analysis based on signals collected up to 2026-04-11 ## Executive Snapshot Coin ID by AIBY is an AI-powered numismatic utility for identifying and valuing coins and medals. It targets hobbyist collectors with a 'snap-to-identify' value proposition. Currently ranking #27 in Grossing (US Category 6006), the app maintains strong revenue but faces a 'Mixed' sentiment profile due to accuracy and monetization complaints. Its key differentiators are gamified 'Official Sets' and a recent expansion into specialized Medal Identification. ## App DNA (Features & Intent) - **[Differentiator] AI Coin Recognition:** Uses image recognition to identify coins from obverse and reverse photos in seconds * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Differentiator] Market Value Tracking:** Displays current reference prices to help users estimate the value of their collection * *User Intent:* Users want visibility into their own performance and progress. - **[Differentiator] Medal Identification:** Expanded recognition capabilities to include historical and commemorative medals - **[Standard] Official Sets:** Curated checklists for popular series like State Quarters and Presidential Dollars ## Monetization Strategy - **Model:** Subscription - **Tiers:** Weekly Premium, Monthly Premium, Annual Premium - **Analysis:** Uses a high-friction freemium model where the core identification utility is gated. This drives strong grossing ranks (#27) but causes significant user backlash regarding 'bait and switch' tactics. ## 🟡 User Sentiment (High Confidence: 42,065 reviews) {#user-sentiment} - **Overall Rating:** 4.5/5 - **Platform Split:** iOS 4.5/5 (42,065 ratings) - **Overall Sentiment:** Mixed ### Top Praises - **Ease of Use** | *Evidence:* "This app is as simple as can be." - **Feature Set** | *Evidence:* "The coin collection sets are a surprise added bonus." ### Top Complaints (Impact Areas) - **Inaccurate Valuations and Identification** | *Evidence:* "The app was a minimum of 20 years off on age of each coin I scanned." - **Aggressive Monetization** | *Evidence:* "Another worthless bait and switch app demands you purchase a subscription before it will identify your coin." ## SWOT Analysis **Core Strengths:** - Strong grossing performance (#27 in category) - High rating volume (42k+) providing social proof - Unique 'Official Sets' gamification - Specialized Medal Identification support **Critical Frictions:** - Core AI accuracy issues (dates/denominations) - Aggressive paywalling of basic utility - Inconsistent scanner performance in varying light - Mixed user sentiment regarding value-for-money **Growth Levers:** - Improve AI accuracy to close the gap with CoinSnap - Expand into Banknote identification to match Maktun - Introduce social/community features to compete with Coiniverse **Market Threats:** - CoinSnap's technical dominance and 150k+ rating scale - Maktun's free-to-use core features - Aggressive UA from new entrants like Vulcan Labs (CoinValue) ## What's Changed (v2 → v3) {#recent-changes} The app has expanded its feature set to include medal identification while doubling down on an aggressive monetization strategy that has negatively impacted user sentiment. - **[HIGH]** **[Added] Medal Identification:** Introduced recognition capabilities for historical and commemorative medals as a new differentiator. - **[HIGH]** **[Declined] Increased Monetization Friction:** Sentiment score dropped from 45 to 42, with complaints shifting toward aggressive paywalling of basic utility. - [MED] **[Shifted] Revenue-Focused Positioning:** Executive summary now emphasizes grossing rank (#27) and high-friction monetization as core components of the business model. - [MED] **[Added] Competitive Threat Identification:** Added specific threats from market leaders like CoinSnap and Maktun to the SWOT analysis. ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### Coin ID: Coin Value Identifier vs CoinSnap: Coin Identifier — Head to Head - **CoinSnap: Coin Identifier** by Next Generation Tech Co., Ltd.: The dominant market leader in AI-driven coin identification, mirroring Coin ID's feature set almost exactly but with a significantly larger user base and higher brand recognition. - **Key differences:** - Superior image recognition accuracy based on a larger proprietary dataset - Higher average user rating (4.7+) and significantly higher rating volume (150k+) - More robust community features and social sharing options for identified coins - **Publisher (Next Generation Tech (Glority)) strengths:** Market leader in the 'Snap-to-Identify' utility category (e.g., PictureThis, Rock Identifier); Highly optimized user acquisition and monetization funnels - **Where Coin ID: Coin Value Identifier wins:** - ✅ Includes specialized 'Official Sets' checklists (e.g., State Quarters, Presidential Dollars) which gamify the collecting experience - ✅ Explicit support for Medal Identification, a niche not as deeply addressed by the nemesis - **Where CoinSnap: Coin Identifier wins:** - ❌ Massive scale advantage with over 150,000 ratings compared to Coin ID's 42,000 - ❌ Higher sentiment score regarding scanning accuracy, addressing a primary complaint of Coin ID users - **Verdict:** CoinSnap holds the clear edge in market share and technical performance (accuracy). Coin ID remains a strong alternative for users specifically interested in US-centric 'Official Sets' and medal collecting, but struggles with the 'mixed' sentiment regarding its core scanner. ### Contenders (Strong Challengers) - **Maktun: Coin Search & Value** by Maktun: A highly respected specialist tool with a database of over 300,000 coins and a strong focus on professional collection management. - Completely free access to many core features that Coin ID gates behind a subscription - Deep integration with banknote identification through their sister app ecosystem - **Coinoscope: Coin Identifier** by Coino: A specialized visual search engine for coins that is often used as the 'expert' alternative when AI-based apps fail to find a match. - Uses a search-engine approach rather than a simple AI classification, often yielding better results for rare coins - Minimalist, utility-first interface without aggressive subscription prompts - **PCGS CoinFacts** by Collectors Universe: The professional industry standard for US coin data, providing the most accurate market values and auction history available. - Direct access to professional grading data and auction price realized (APR) - High-resolution professional photography of rare coin varieties ### Peers (What They Do Better) - **NGC Coin** by Numismatic Guaranty Company: A companion app for collectors who own graded coins, focusing on registry and verification rather than AI identification. - Barcode scanning for official NGC-graded coin holders - Official census data showing the rarity of specific coin grades - **Coiniverse: Collect Coins** by Coiniverse Ltd: A modern, social-first collection tracker backed by several national mints, focusing on the future of digital numismatics. - Direct connection to mints and official coin releases - Social features allowing users to share collections and follow trends ### New Kids on the Block (What's Innovative) - **CoinValue - Coin Identifier** by Vulcan Labs: A fast-growing entrant using a similar AI-first subscription model to AIBY, competing heavily on App Store Search Ads. - Aggressive pricing experiments and high-frequency feature updates - Simplified 'one-tap' identification flow optimized for casual users ## The "So What?" (Strategic Takeaway) {#so-what} Coin ID: Coin Value Identifier is an established reference app that is available. With a 4.5/5 rating from 42,065 reviews, it shows polarized user reception. > **Bottom Line:** Coin ID is a high-revenue utility that is currently trading long-term user trust for short-term subscription conversion. While its 'Official Sets' and Medal ID provide a unique competitive edge, the product is highly vulnerable to the technical superiority of CoinSnap and the free-access model of Maktun if core AI accuracy is not improved. **Best for:** Numismatists, hobbyist coin collectors, and treasure hunters looking for quick identification and collection organization. ### PM Action Plan (Next Best Moves) - [ ] [HIGH] Prioritize AI Recognition Accuracy — *Inaccurate identification is the #1 complaint theme ('20 years off', 'shows me a dime'), directly causing the 'Mixed' sentiment despite the 4.5-star rating.* - [ ] [MEDIUM] Implement a 'Freemium' Scan Allowance — *Users report 'bait and switch' feelings when asked to pay before a single scan. A daily free scan limit could mitigate 'Aggressive Monetization' complaints while maintaining the subscription funnel.* - [ ] [MEDIUM] Double-down on Medal Identification Marketing — *This is a key differentiator (v1.24) not deeply addressed by the Nemesis (CoinSnap), providing a niche for user acquisition.* ### Feature Gaps vs Competitors - Banknote identification (available in Maktun but missing here) - Social sharing and community trends (available in Coiniverse but missing here) - Barcode scanning for graded coins (available in NGC Coin but missing here) - Auction Price Realized (APR) data (available in PCGS CoinFacts but missing here) ### Outlook: Mixed - 🟢 v1.24 added Medal Identification (April 2026) — active expansion into niche markets to differentiate from CoinSnap. - 🔴 Frustrated user base regarding accuracy — 'Mixed' sentiment indicates the core AI is not meeting user expectations for a paid service. - ⚪ Ranked #27 Grossing (US) — despite complaints, the monetization funnel remains highly effective at converting users. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.5/5 | | Total Reviews | 42,065 | | Sentiment | Mixed (42/100) | | Confidence | High | | Pricing Model | Subscription | | Platforms | iOS | | Key Features | 4 analyzed | | Trend | Mixed | | Outlook | Mixed | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Coin ID: Coin Value Identifier** (this app) | 4.5/5 | Mixed | AIBY | | [Hallow: Prayer & Meditation](https://marlvel.ai/intel-report/reference/hallow-prayer-meditation) | 4.8/5 | Frustrated | Hallow, Inc. | | [Pillars: Prayer Times & Qibla](https://marlvel.ai/intel-report/reference/com-muslimplus-muslimplus) | 4.6/5 | Mixed | The Pillars Group Ltd | | [Turf MD](https://marlvel.ai/intel-report/reference/org-apsnet-apsreference-turfmd) | N/A/5 | N/A | American Phytopathological Society | | [اسبوع الالام](https://marlvel.ai/intel-report/reference/somiex-holyweek-arabic) | N/A/5 | Thrilled | Sameh Halim | | [Translate Ease](https://marlvel.ai/intel-report/reference/com-spellspeed-spellspeed-everlytranslate) | N/A/5 | N/A | GOOD STUDY NETWORK TECHNOLOGY LIMITED | ## Company Profile - **Developer:** AIBY - **Website:** [https://aiby.com](https://aiby.com) - **Social:** [Instagram](https://www.instagram.com/aibygroup) · [Facebook](https://www.facebook.com/aibygroup) · [X/Twitter](https://twitter.com/aibygroup) · [LinkedIn](https://www.linkedin.com/company/aibygroup) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/coin-id-coin-value-identifier/id1665672552?uo=2) - **Dev Site:** [Official Website](https://aiby.com) - **Sources:** Developer website content, App store metadata, User reviews. ## Related Intel Reports - [*Hallow: Prayer & Meditation*](https://marlvel.ai/intel-report/reference/hallow-prayer-meditation) (Hallow, Inc.) — 4.8/5 Rating | Negative Sentiment - [*Pillars: Prayer Times & Qibla*](https://marlvel.ai/intel-report/reference/com-muslimplus-muslimplus) (The Pillars Group Ltd) — 4.6/5 Rating | Mixed Sentiment - [*Turf MD*](https://marlvel.ai/intel-report/reference/org-apsnet-apsreference-turfmd) (American Phytopathological Society) — N/A Rating | N/A Sentiment - [*اسبوع الالام*](https://marlvel.ai/intel-report/reference/somiex-holyweek-arabic) (Sameh Halim) — N/A Rating | Excellent Sentiment - [*Translate Ease*](https://marlvel.ai/intel-report/reference/com-spellspeed-spellspeed-everlytranslate) (GOOD STUDY NETWORK TECHNOLOGY LIMITED) — N/A Rating | N/A Sentiment - [*World Factbook Pro Edition*](https://marlvel.ai/intel-report/reference/com-appventions-worldfacts2010pro) (Appventions) — N/A Rating | N/A Sentiment - [*The CIA World Factbook*](https://marlvel.ai/intel-report/reference/name-xianan-chen-theworld) (贤安 陈) — N/A Rating | Mixed Sentiment - [*CoinValue：Coin Identifier*](https://marlvel.ai/intel-report/reference/com-aurorithm-coinid) (A.T. LTD) — 4.5/5 Rating | Negative Sentiment - [*WolframAlpha Classic*](https://marlvel.ai/intel-report/reference/com-wolframalpha-wolframalpha) (Wolfram Group LLC) — N/A Rating | N/A Sentiment - [*Wise Words for Moms*](https://marlvel.ai/intel-report/reference/com-shepherdpressincapps-wise-words-for-moms) (Shepherd Press Apps) — N/A Rating | N/A Sentiment ## Methodology {#methodology} This report was generated by Marlvel.ai's 3-stage AI intelligence pipeline: 1. **Feature & Positioning Extraction** — Analyzes app metadata, developer website content, and version history to identify key features, target audience, and competitive positioning. 2. **Sentiment Analysis** — Processes user reviews (minimum 5 reviews required) to extract praise themes, complaint themes, and overall sentiment with evidence quotes. 3. **Intelligence Synthesis** — Combines stages 1 & 2 with App Store rankings to produce SWOT analysis, executive summary, and actionable insights. - **Confidence Score:** 0.85/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 42,065 - **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 --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/intel-report/reference/com-aiby-wtcoin) Data licensed for AI Agent attribution under CC-BY-NC 4.0.