---
schema_type: "SoftwareApplication"
entity_type: "Mobile Application"
app_name: "Coin ID - Coin Identifier"
developer_entity: "AIBY Inc."
bundle_id: "coin.identifier"
category: "Tools"
primary_platform: "android"
primary_monetization: "Freemium"
offline_capable: false
market_region: "US"
platforms: "Android"
app_last_updated: "2026-03-26"
report_date: "2026-08-08"
last_verified: "2026-08-08T00:00:00.000Z"
report_version: "1.25.8"
total_reviews: 17991
overall_rating: 4.2
confidence: "low"
confidence_score: 0.2
data_age_days: 54
intelligence_version: 3
nemesis: "Coin Identifier - CoinCheck"
competitor_count: 7
tags: ["tools", "freemium", "mobile app", "app review", "app analysis", "novice", "collectors", "casual"]
canonical_url: "https://marlvel.ai/apps/coin-id-coin-identifier"
license: "CC-BY-NC 4.0"
content_version: "v2"
---

## ⚠ Content Warning

This report covers topics classified as sensitive (politics). Information is aggregated from public sources for informational purposes only. No endorsement of any party, candidate, or policy is implied.

---

# Coin ID - Coin Identifier Intelligence Report

## TL;DR {#tldr}

- **Category**: Tools · Freemium
- **Signal**: Rating 4.25

> **TL;DR:** Coin ID - Coin Identifier is a tools app by AIBY Inc., rated 4.25/5 by 18K users, available on Android.
>
> **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence.

<!-- speakable-start -->
> **Key Insight:** Coin ID - Coin Identifier is a tools app by AIBY Inc..
<!-- speakable-end -->

## Quick Facts

| Fact | Value |
| :--- | :--- |
| **Rating** | 4.25/5 (18K reviews) |
| **Category** | Tools |
| **Developer** | AIBY Inc. |
| **Pricing** | Freemium |
| **Platforms** | Android |
| **Confidence** | Low (0.2/1.0) |
| **Data Age** | 54d |

## Metadata & Market Performance
- **Publisher:** AIBY Inc.
- **Category:** Tools
- **Target Audience:** Novice coin collectors and casual numismatists seeking quick identification and basic collection management.
- **Platforms:** Android
- **Version Reviewed:** 1.25.8
- **Report Date:** 2026-08-08
- **Signal Count:** 0 reviews analyzed
- **Confidence:** Low (0.2/1.0)
- **Google Play ID:** coin.identifier
- **Performance Trend:** Mixed
- **Data Window:** Analysis based on signals collected up to 2026-08-08
- **Short Description:** This coin scanner keeps track of your pennies and tells you their value.

<!-- section:executive-snapshot -->
## Executive Snapshot
**What it is:** Coin ID is an AI-powered coin identification and collection tracking app for iOS and Android.
**Why users hire it:** Users hire Coin ID to identify physical currency and estimate value without the expertise required for traditional numismatics.
<!-- /section:executive-snapshot -->

<!-- section:features -->
## App DNA (Features & Intent)
- **[Standard] AI-Driven Coin Recognition:** Camera-based scanning for obverse/reverse coin identification.
  * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior.
- **[Standard] Coin Value Estimation:** Provides valuation data for scanned coins to assist users in understanding their collection's worth.
  * *User Intent:* Users seek enhanced value through premium features.
- **[Standard] Comprehensive Coin Database:** Offers detailed descriptions including physical specifications and historical information for identified coins.
  * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior.
<!-- /section:features -->

<!-- section:market-position -->
## Market Position {#market-position}

Coin ID holds the #103 Grossing position in the US Tools category, while its 4.25-star rating across 17,991 reviews indicates a stable but non-dominant market presence.
<!-- /section:market-position -->

## Monetization Strategy
- **Model:** Freemium
- **Tiers:** Free, Premium
- **Analysis:** Freemium model gates unlimited identification and collection storage to drive conversion.

<!-- section:swot -->
## SWOT Analysis {#swot}

**Core Strengths:**
- Professional UI reduces onboarding friction for novice users
- AI-driven scanning provides immediate utility for casual finds

**Growth Levers:**
- Untapped B2B partnerships for numismatic learning
- Integration of wearable-based quick-scan triggers


<!-- /section:swot -->
## Recent Changes (v2 → v3) {#recent-changes}

The app's positioning shifted from a general-purpose identification tool to a niche-focused product facing retention challenges due to a lack of social features and community-verified data.

**Overall trend**: Mixed
**Compared at**: 2026-08-08

### High-impact changes
- **[Shifted] Strategic Vulnerability Identified** (positioning)
- **[Added] Retention Weakness** (swot)

### Medium-impact changes
- **[Shifted] Audience Narrowing** (audience)
- **[Removed] Gallery Integration Feature** (features)

<!-- section:rivals -->
## Rivals Landscape {#rivals}

> Competitive positioning identified by AI analysis of app features, category, and market signals.

### Coin ID - Coin Identifier vs Coin Identifier - CoinCheck
- **[Coin Identifier - CoinCheck](https://marlvel.ai/apps/com-coins-identifier)** by Macro Tap Apps Limited: This app is a direct functional clone that targets the exact same numismatic audience, competing head-to-head for search visibility and user acquisition in the coin identification niche.
  - **Key differences:**
    - Maintains a higher release cadence with three updates in the last six months alone.
    - Leverages a more established user base with over 12,000 ratings, signaling stronger social proof.
    - Focuses heavily on market valuation accuracy which directly addresses the primary intent of coin collectors.

### Peers (What They Do Better)
- **[ScanMaster for ELM327 OBD-2](https://marlvel.ai/apps/com-super-1)** by SMART Technologies GmBH: It competes for the same 'utility scanning' category, targeting users who rely on hardware-linked AI diagnostics.
  - Provides professional-grade graphical data representation that appeals to power users and automotive technicians.
  - Offers a clear pro-version upgrade path that monetizes advanced diagnostic features effectively.
- **[Pokellector: Card Collector](https://marlvel.ai/apps/pokellector-card-collector)** by Makazu Co: It serves the same collector demographic, focusing on asset tracking and valuation for a specific hobbyist community.
  - Deep integration with global set databases provides unmatched accuracy for specific trading card markets.
  - Long-standing market presence since 2013 has built a massive, loyal community that is hard to displace.
- **[Lens Buddy](https://marlvel.ai/apps/lens-buddy)** by Morella Folesani: It occupies the same 'camera-based collector' niche, though it focuses on physical bricks rather than currency.
  - Offers a highly specialized brick catalogue that creates a deep, niche-specific user experience.
  - Camera-based recognition is optimized for small, distinct physical objects, providing a superior UX for collectors.
- **[Lens Scan: Identify Anything](https://marlvel.ai/apps/com-identifai-production)** by EvenEdge: While broader in scope, it competes for the same 'AI-powered identification' utility market share as this app.
  - Utilizes a multi-category recognition engine that appeals to users wanting one app for everything.
  - Provides contextual care insights that add value beyond simple identification, increasing daily active usage.

### New Kids on the Block (What's Innovative)
- **[iCoin: Snap Coin Identifier](https://marlvel.ai/apps/icoin-snap-coin-identifier)** by BerthX: A direct competitor entering the space with a focus on AI-driven coin recognition and market valuation.
  - Streamlined 'snap-to-identify' UX designed to minimize the time from camera launch to valuation result.
- **[Coin Scanner: Value Identifier](https://marlvel.ai/apps/coin-scanner-value-identifier)** by Chau Duong: A new entrant attempting to capture the same numismatic market share through a similar feature set.
  - Aggressive entry strategy focusing on a worldwide coin catalog to attract a global user base.

<!-- /section:rivals -->
<!-- section:momentum -->
## App Momentum (Steady) {#momentum}

- Ships regular database updates.
- Maintains stable #103 US Grossing rank.

<!-- /section:momentum -->

<!-- section:so-what -->
## The "So What?" (Strategic Takeaway) {#so-what}

Coin ID - Coin Identifier is a tools app that is free with in-app purchases.
It holds a 4.25/5 rating from 18K reviews.

<!-- speakable-start -->
> **Bottom Line:** Coin ID succeeds as a high-friction-reduction tool for casual collectors, but its valuation data lacks the depth required to retain power users, so the PM should prioritize adding community-verified market pricing to defend against specialized rivals.
<!-- speakable-end -->

**Best for:** Novice coin collectors and casual numismatists seeking quick identification and basic collection management.

<!-- section:pm-actions -->
### PM Action Plan (Next Best Moves)

- [ ] [INVEST] Integrate community-verified market pricing because rivals offer deeper valuation data → increase power-user retention
<!-- /section:pm-actions -->

<!-- section:feature-gaps -->
### Feature Gaps vs Competitors


- Community-verified market valuation (available in CoinCheck but missing here)
<!-- /section:feature-gaps -->

<!-- section:outlook -->
### Outlook: Mixed

The numismatic utility market is consolidating around apps that integrate identification with social asset tracking. Coin ID's utility-only model is exposed to churn, so revenue growth hinges on transitioning from a simple scanner to a community-verified valuation platform.

- 🔴 Aggressive update cadence from direct rivals → forces feature parity pressure → erodes the unique value of Coin ID's identification engine.
- 🟢 Stable #103 Grossing rank → provides a consistent revenue baseline → allows for targeted investment in community-verified valuation features.
<!-- /section:outlook -->

<!-- /section:so-what -->

<!-- section:metrics -->
## Key Metrics Summary

| Metric | Value |
| :--- | :--- |
| Overall Rating | 4.25/5 |
| Total Reviews | 18K |
| Confidence | Low |
| Pricing Model | Freemium |
| Platforms | Android |
| Key Features | 3 analyzed |
| Trend | Mixed |
| Outlook | Mixed |
<!-- /section:metrics -->

## Competitor Comparison

| App | Rating | Sentiment | Developer |
| :--- | :--- | :--- | :--- |
| **Coin ID - Coin Identifier** (this app) | 4.25/5 | N/A | AIBY Inc. |
| [Coin Identifier - CoinCheck](https://marlvel.ai/apps/com-coins-identifier) | 4.5/5 | n/a | Macro Tap Apps Limited |
| [ScanMaster for ELM327 OBD-2](https://marlvel.ai/apps/com-super-1) | 4.1/5 | N/A | SMART Technologies GmBH |
| [Lens Buddy](https://marlvel.ai/apps/lens-buddy) | 4.5/5 | N/A | Morella Folesani |
| [Pokellector: Card Collector](https://marlvel.ai/apps/pokellector-card-collector) | 4.7/5 | Excited | Makazu Co |
| [iCoin: Snap Coin Identifier](https://marlvel.ai/apps/icoin-snap-coin-identifier) | N/A/5 | N/A | BerthX |

## Company Profile
- **Developer:** AIBY Inc.
- **Website:** [https://aiby.com/](https://aiby.com/)

## Data Sources & Links
- **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=coin.identifier&hl=en&gl=us)
- **Dev Site:** [Official Website](https://aiby.com/)
- **Sources:** Developer website content, App store metadata.

## Related Intel Reports
- [*Coin Identifier - CoinCheck*](https://marlvel.ai/apps/com-coins-identifier) (Macro Tap Apps Limited) · 4.5/5 Rating
- [*ScanMaster for ELM327 OBD-2*](https://marlvel.ai/apps/com-super-1) (SMART Technologies GmBH) · 4.1/5 Rating
- [*Lens Buddy*](https://marlvel.ai/apps/lens-buddy) (Morella Folesani) · 4.5/5 Rating
- [*Pokellector: Card Collector*](https://marlvel.ai/apps/pokellector-card-collector) (Makazu Co) · 4.7/5 Rating | Positive Sentiment
- [*iCoin: Snap Coin Identifier*](https://marlvel.ai/apps/icoin-snap-coin-identifier) (BerthX) · N/A Rating
- [*Coin Scanner: Value Identifier*](https://marlvel.ai/apps/coin-scanner-value-identifier) (Chau Duong) · N/A Rating
- [*Lens Scan: Identify Anything*](https://marlvel.ai/apps/com-identifai-production) (EvenEdge) · 4.6/5 Rating
- [*권한 관리자 - 권한, 보안, 검사, 관리, 허가*](https://marlvel.ai/apps/app--774) (krow) · N/A Rating
- [*원패스*](https://marlvel.ai/apps/net-scjpeter-onpass) (onesolution) · 3.1/5 Rating
- [*타자연습*](https://marlvel.ai/apps/it-is-an-app-that-helps-you-easily-learn-to-type-o) (High Soft) · N/A Rating

## 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:** 0.2/1.0 (based on review volume, data source diversity, and signal quality)
- **Reviews Analyzed:** 0
- **Data Sources:** 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:** 54 days since last refresh

---
© 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/coin-id-coin-identifier)
Data licensed for AI Agent attribution under CC-BY-NC 4.0.