---
schema_type: "SoftwareApplication"
entity_type: "Mobile Application"
app_name: "Coin Wise: Identifier, Scanner"
developer_entity: "DEEP FLOW SOFTWARE SERVICES"
bundle_id: "com.deepvision.coinidentifier"
app_store_id: "6504928435"
category: "Reference"
primary_platform: "ios"
primary_monetization: "Freemium"
offline_capable: false
market_region: "US"
platforms: "iOS & Android"
app_last_updated: "2025-12-11"
report_date: "2026-05-20"
last_verified: "2026-05-20T10:20:22.245Z"
report_version: "1.0.7"
total_reviews: 372
overall_rating: 3.15
sentiment: "Upset"
sentiment_score: 20
confidence: "low"
confidence_score: 0.6
top_praise_theme: "Simple and fast interface performance provides a quick experience for casual users"
top_complaint_theme: "Inaccurate coin identification logic consistently returns incorrect dates and origins for scanned items"
review_sample_size: 44
total_review_count: 44
analyzed_review_count: 44
data_age_days: 42
momentum_velocity: "zombie"
intelligence_version: 3
nemesis: "CoinSnap: Coin Identifier"
competitor_count: 4
tags: ["reference", "freemium", "upset sentiment", "mobile app", "app review", "app analysis", "collectors", "numismatic", "enthusiasts"]
canonical_url: "https://marlvel.ai/intel-report/reference/coin-wise-identifier-scanner"
license: "CC-BY-NC 4.0"
content_version: "v2"
---

# Coin Wise: Identifier, Scanner App Audit

## TL;DR {#tldr}

- **Category**: Reference · Freemium
- **Signal**: Rating 3.15 · Sentiment Upset
- **Recent focus**: Inaccurate coin identification logic consistently returns incorrect dates and origins for scanned items (top complaint) · Simple and fast interface performance provides a quick experience for casual users (top praise)

> **TL;DR:** Coin Wise: Identifier, Scanner is a reference app by DEEP FLOW SOFTWARE SERVICES, rated 3.15/5 by 372 users, with Upset user sentiment (20/100), available on iOS & Android.
>
> **Marlvel.ai App Intelligence** — Independent analysis. US Market. No publisher influence.

<!-- speakable-start -->
> **Key Insight:** Coin Wise: Identifier, Scanner faces Upset user sentiment (3.15/5 from 372 reviews), with inaccurate coin identification logic consistently returns incorrect dates and origins for scanned items as the primary user concern.
<!-- speakable-end -->

## Quick Facts

| Fact | Value |
| :--- | :--- |
| **Rating** | 3.15/5 (372 reviews) |
| **User Mood** | Upset |
| **Category** | Reference |
| **Developer** | DEEP FLOW SOFTWARE SERVICES |
| **Pricing** | Freemium |
| **Platforms** | iOS & Android |
| **Confidence** | Low (0.6/1.0) |
| **Data Age** | 0d |

## Metadata & Market Performance
- **Publisher:** DEEP FLOW SOFTWARE SERVICES
- **Category:** Reference
- **Target Audience:** Coin collectors and numismatic enthusiasts ranging from beginners to experienced hobbyists.
- **Platforms:** iOS & Android
- **Version Audited:** 1.0.7
- **Audit Date:** 2026-05-20
- **Signal Count:** 44 reviews analyzed
- **Confidence:** Low (0.6/1.0)
- **App Store ID (iOS):** 6504928435
- **Bundle ID:** com.deepvision.coinidentifier
- **Google Play ID:** com.deepvision.coinidentifier
- **Performance Trend:** Declining
- **Data Window:** Analysis based on signals collected up to 2026-05-20
- **Short Description:** Scan, Identify, Search and Collect. ID Check, Value Guide and Scanner for Coins.

<!-- section:executive-snapshot -->
## Executive Snapshot
**What it is:** Coin Wise is a reference app for iOS and Android that uses image recognition to identify coins and estimate their market value.
**Why users hire it:** Users hire the app to digitize and value their coin collections, but the current identification failure forces them to seek more accurate alternatives.
<!-- /section:executive-snapshot -->

<!-- section:features -->
## App DNA (Features & Intent)
- **[Standard] Image Recognition Scanner:** Identifies coin type, year, and country of mintage via camera or gallery upload
- **[Standard] Digital Collection Catalog:** Visual record-keeping for user-identified coins
- **[Differentiator] Estimated Value Guide:** Provides market value insights based on coin condition and current trends
  * *User Intent:* Users need clear guidance to understand and adopt the product quickly.
- **[Differentiator] Community Discussion:** Forum for sharing finds and discussing collecting strategies
  * *User Intent:* Users want real-time communication within the app experience.
<!-- /section:features -->

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

Coin Wise holds the #100 Grossing position in the UA category, but its 2.97 Android rating reflects significant friction compared to category leaders. The gap between free-tier discovery and grossing performance suggests that monetization is currently outpacing the delivery of core utility.
<!-- /section:market-position -->

## Monetization Strategy
- **Model:** Freemium
- **Tiers:** Free version with core identification features, In-app purchases available for advanced features
- **Analysis:** Freemium model utilizing IAP to monetize advanced identification or data features.

<!-- section:sentiment -->
## 🔴 User Sentiment (Low Confidence: 44 of 44 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 3.15/5
- **Platform Split:** iOS 3.9/5 (76 ratings) | Android 3.0/5 (296 ratings)
- **Overall Sentiment:** Upset

### Top Praises
- **Simple and fast interface performance provides a quick experience for casual users**

### Top Complaints (Impact Areas)
- **Inaccurate coin identification logic consistently returns incorrect dates and origins for scanned items**
- **Aggressive monetization tactics and recurring charge attempts frustrate users during the trial period**
- **Technical failure of the core scanning feature prevents basic functionality for many users**

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

**Core Strengths:**
- Digital collection catalog creates personal data lock-in
- Community forum facilitates user-to-user engagement

**Critical Frictions:**
- Identification engine returns incorrect data
- Aggressive billing practices trigger high refund rates
- Core scanning feature suffers from frequent technical failures

**Growth Levers:**
- Integrate wearable-based scanning for hands-free identification
- Partner with numismatic societies to validate the identification database

**Market Threats:**
- CoinSnap's superior identification accuracy drains the user funnel
- Negative sentiment regarding billing practices invites platform-level policy enforcement

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

The app has entered a period of development inactivity and declining user sentiment, with core technical failures and aggressive billing practices driving negative feedback.

**Overall trend**: Declining
**Compared at**: 2026-05-20

### High-impact changes
- **[Declined] Rating and Sentiment Erosion** (sentiment) — User rating fell from 3.43 to 2.97, accompanied by an increase in review count from 42 to 44.
- **[Shifted] Development Status** (positioning) — The app moved from an active utility to a zombie state with no major releases in over 5 months.

### Medium-impact changes
- **[Declined] Escalation of Billing Complaints** (sentiment) — New reports of unauthorized charge attempts on debit cards post-uninstallation have emerged.
- **[Shifted] Feature Competitive Position** (features) — Estimated Value Guide shifted from standard to differentiator, while Image Recognition Scanner shifted from differentiator to standard.

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

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

### Coin Wise: Identifier, Scanner vs CoinSnap: Coin Identifier — Head to Head
- **[CoinSnap: Coin Identifier](https://marlvel.ai/intel-report/reference/coinsnap-coin-identifier)** by Next Vision Limited: Dominates the category with massive user scale and a high-velocity release cadence that keeps the product ahead of market expectations.
  - **Moat strength:** High — sustainable advantage over 12 months
  - **Key differences:**
    - Maintains a massive, active user base that creates a significant data-driven identification accuracy advantage.
    - High-frequency release cycle ensures rapid integration of new coin series and numismatic data updates.
    - Aggressive monetization strategy leverages high user volume to sustain premium feature development and marketing.
  - **Where Coin Wise: Identifier, Scanner wins:**
    - ✅ Potential for a more focused, lightweight UX that avoids the feature bloat found in massive competitors.
    - ✅ Opportunity to capture niche collector segments by offering specialized tools that broader apps overlook.
  - **Where CoinSnap: Coin Identifier wins:**
    - ❌ Superior identification accuracy driven by a massive, crowd-sourced image database and deep learning models.
    - ❌ Comprehensive numismatic database coverage that provides historical context and market valuation for global coin sets.
  - **Verdict:** The target app must pivot toward specialized, high-utility features for serious collectors to avoid direct competition with CoinSnap's massive, general-purpose identification engine.

### Contenders (Strong Challengers)
- **[CoinIn: Coin Scan Identifier](https://marlvel.ai/intel-report/reference/com-coininapp)** by Vortemol Limited [Moat: Medium]: Demonstrates extreme development velocity with 15 releases in six months, signaling a highly aggressive product iteration strategy.
  - Unmatched release frequency allows for rapid response to user feedback and immediate bug resolution.
  - Focuses on a streamlined scanning-to-valuation workflow that minimizes user friction during the identification process.
- **[Coin ID: Coin Value Identifier](https://marlvel.ai/intel-report/reference/com-aiby-wtcoin)** by AIBY [Moat: Medium]: Leverages a strong brand presence in the utility app space to maintain a large, consistent user base.
  - Integrates sophisticated valuation algorithms that provide real-time market pricing based on current auction data.
  - Employs a polished, professional UI design that appeals to serious numismatists rather than casual hobbyists.

### Peers (What They Do Better)
- **[Coin Identifier](https://marlvel.ai/intel-report/education/coin-identifier)** by Amir Wald: Operates as a stable, long-standing alternative that prioritizes educational content over pure identification utility.
  - Positions itself as an educational resource, offering deep historical insights rather than just market valuations.
  - Maintains a consistent, low-maintenance feature set that appeals to users seeking simplicity over complex tools.

<!-- /section:rivals -->
<!-- section:whats-new -->
## What's New

- **Latest (v1.0.7, 5 months ago):** General bug fixes and performance improvements.
<!-- /section:whats-new -->

<!-- section:momentum -->
## App Momentum (Zombie) {#momentum}

- Ships minor bug fixes only.
- Maintains low-velocity update cadence.

> **Cadence:** 2 total versions · 0 majors in last 6 months · 160 days since last update · 1 days avg between updates

<!-- /section:momentum -->

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

Coin Wise: Identifier, Scanner is a challenged reference app that is free with in-app purchases.
With a 3.15/5 rating from 372 reviews, it faces significant user friction.

<!-- speakable-start -->
> **Bottom Line:** Coin Wise fails to deliver on its core identification promise, creating a trust gap that aggressive monetization only widens, so the PM must prioritize engine accuracy over revenue features to prevent total churn.
<!-- speakable-end -->

**Best for:** Coin collectors and numismatic enthusiasts ranging from beginners to experienced hobbyists.

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

- [ ] [PIVOT] [HIGH IMPACT] Pivot identification engine because current inaccuracy is the #1 churn driver → restore user trust — *High-frequency complaint theme regarding incorrect dates and origins.* _(trade-off: deprioritize Pause the community forum expansion — identification accuracy is a prerequisite for retention.)_
- [ ] [SUNSET] [HIGH IMPACT] Sunset aggressive billing prompts because unauthorized charge complaints are damaging brand equity → reduce refund surge — *Medium-frequency complaint theme regarding persistent unauthorized charge attempts.* _(trade-off: deprioritize No major lever displaced — billing hygiene is a prerequisite for platform compliance.)_
<!-- /section:pm-actions -->

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

- Crowd-sourced identification database (available in CoinSnap but missing here)
- Real-time auction data integration (available in Coin ID but missing here)
<!-- /section:feature-gaps -->

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

The numismatic utility market is consolidating around apps with high-accuracy, crowd-validated identification engines. Coin Wise remains exposed due to its reliance on a flawed scanner and aggressive billing, which will likely lead to further rating erosion and platform scrutiny in the coming quarters.

- 🔴 Inaccurate identification logic consistently returns incorrect data, which erodes user trust and accelerates churn pressure.
- 🔴 Persistent unauthorized charge complaints signal a high risk of platform-level enforcement, which threatens long-term store availability.
<!-- /section:outlook -->

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

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

| Metric | Value |
| :--- | :--- |
| Overall Rating | 3.15/5 |
| Total Reviews | 372 |
| Sentiment | Upset (20/100) |
| Confidence | Low |
| Pricing Model | Freemium |
| Platforms | iOS & Android |
| Key Features | 4 analyzed |
| Trend | Declining |
| Outlook | Declining |
<!-- /section:metrics -->

## Competitor Comparison

| App | Rating | Sentiment | Developer |
| :--- | :--- | :--- | :--- |
| **Coin Wise: Identifier, Scanner** (this app) | 3.15/5 | Upset | DEEP FLOW SOFTWARE SERVICES |
| [CoinIn: Coin Scan Identifier](https://marlvel.ai/intel-report/reference/com-coininapp) | 4.7/5 | N/A | Vortemol Limited |
| [Coin ID: Coin Value Identifier](https://marlvel.ai/intel-report/reference/com-aiby-wtcoin) | 4.5/5 | Mixed | AIBY |
| [CoinSnap: Coin Identifier](https://marlvel.ai/intel-report/reference/coinsnap-coin-identifier) | 4.7/5 | Excited | Next Vision Limited |
| [Coin Identifier](https://marlvel.ai/intel-report/education/coin-identifier) | 4.5/5 | N/A | Amir Wald |
| [Hallow: Prayer & Meditation](https://marlvel.ai/intel-report/reference/hallow-prayer-meditation) | 4.7/5 | Excited | Hallow, Inc. |

## Company Profile
- **Developer:** DEEP FLOW SOFTWARE SERVICES
- **Website:** [https://www.codeway.co/](https://www.codeway.co/)
- **Social:** [Instagram](https://www.instagram.com/codeway) · [Facebook](https://www.facebook.com/sharer/sharer.php?u=https) · [X/Twitter](https://twitter.com/share) · [YouTube](https://www.youtube.com/channel/UCS8d61isDiGYQ3tTlT4QgsA) · [TikTok](https://www.tiktok.com/@codeway) · [LinkedIn](https://www.linkedin.com/company/codewaystudios)

## Data Sources & Links
- **App Store:** [View on Apple Store](https://apps.apple.com/us/app/coin-wise-identifier-scanner/id6504928435?uo=4)
- **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=com.deepvision.coinidentifier&hl=en&gl=us)
- **Dev Site:** [Official Website](https://www.codeway.co/)
- **Sources:** Developer website content, App store metadata, User reviews.

## Related Intel Reports
- [*CoinIn: Coin Scan Identifier*](https://marlvel.ai/intel-report/reference/com-coininapp) (Vortemol Limited) — 4.7/5 Rating | N/A Sentiment
- [*Coin ID: Coin Value Identifier*](https://marlvel.ai/intel-report/reference/com-aiby-wtcoin) (AIBY) — 4.5/5 Rating | Mixed Sentiment
- [*CoinSnap: Coin Identifier*](https://marlvel.ai/intel-report/reference/coinsnap-coin-identifier) (Next Vision Limited) — 4.7/5 Rating | Positive Sentiment
- [*Coin Identifier*](https://marlvel.ai/intel-report/education/coin-identifier) (Amir Wald) — 4.5/5 Rating | N/A Sentiment
- [*Hallow: Prayer & Meditation*](https://marlvel.ai/intel-report/reference/hallow-prayer-meditation) (Hallow, Inc.) — 4.7/5 Rating | Positive Sentiment
- [*Islamic World - Ramadan 2026*](https://marlvel.ai/intel-report/reference/islamic-world-ramadan-2026) (AppAspect Technologies Pvt. Ltd.) — 4.7/5 Rating | N/A Sentiment
- [*Phonecard Identifier*](https://marlvel.ai/intel-report/reference/phonecard-identifier) (Amir Wald) — 5.0/5 Rating | N/A Sentiment
- [*LuckyGame - Video Game Tracker*](https://marlvel.ai/intel-report/reference/luckygame-video-game-tracker) (Stuck at Home, LLC) — 4.1/5 Rating | N/A Sentiment
- [*LookUp: English Dictionary*](https://marlvel.ai/intel-report/reference/lookup-english-dictionary) (Squircle Apps LLP) — 4.7/5 Rating | N/A Sentiment
- [*Antique Appraisal: ID Anything*](https://marlvel.ai/intel-report/reference/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:** 0.6/1.0 (based on review volume, data source diversity, and signal quality)
- **Reviews Analyzed:** 44
- **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/coin-wise-identifier-scanner)
Data licensed for AI Agent attribution under CC-BY-NC 4.0.