--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Domino Scan" developer_entity: "Benjamin Perez" bundle_id: "com.ben.dominoscanner" app_store_id: "1483065272" category: "Utilities" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2020-01-29" report_date: "2026-09-26" last_verified: "2026-09-26T00:00:00.000Z" report_version: "1.5" total_reviews: 56 overall_rating: 2.6 sentiment: "Frustrated" sentiment_score: 25 confidence: "medium" confidence_score: 0.45 top_praise_theme: "Automated domino counting provides a significant time-saving benefit for families playing traditional board games" top_complaint_theme: "Inaccurate scanning results and failure to capture all dominoes lead to frustration during game sessions" review_sample_size: 26 total_review_count: 26 analyzed_review_count: 26 data_age_days: 48 momentum_velocity: "zombie" intelligence_version: 2 tags: ["utilities", "free", "frustrated sentiment", "mobile app", "app review", "app analysis", "domino", "players", "automate"] canonical_url: "https://marlvel.ai/apps/domino-scan" license: "CC-BY-NC 4.0" content_version: "v2" --- # Domino Scan Intelligence Report ## TL;DR {#tldr} - **Category**: Utilities · Free - **Signal**: Rating 2.64 · Sentiment Frustrated - **Recent focus**: Inaccurate scanning results and failure to capture all dominoes lead to frustration during game sessions (top complaint) · Automated domino counting provides a significant time-saving benefit for families playing traditional board games (top praise) > **TL;DR:** Domino Scan is a utilities app by Benjamin Perez, rated 2.64/5 by 56 users, with Frustrated user sentiment (25/100), available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Domino Scan faces Frustrated user sentiment (2.64/5 from 56 reviews), with users reporting inaccurate scanning results and failure to capture all dominoes lead to frustration during game sessions as the primary concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 2.64/5 (56 reviews) | | **User Mood** | Frustrated | | **Category** | Utilities | | **Developer** | Benjamin Perez | | **Pricing** | Free | | **Platforms** | iOS | | **Confidence** | Medium (0.45/1.0) | | **Data Age** | 48d | ## Metadata & Market Performance - **Publisher:** Benjamin Perez - **Category:** Utilities - **Target Audience:** Domino players who want to automate scorekeeping and verify counting accuracy during games. - **Platforms:** iOS - **Version Reviewed:** 1.5 - **Report Date:** 2026-09-26 - **Signal Count:** 26 reviews analyzed - **Confidence:** Medium (0.45/1.0) - **App Store ID (iOS):** 1483065272 - **Bundle ID:** com.ben.dominoscanner - **Data Window:** Analysis based on signals collected up to 2026-09-26 ## Executive Snapshot **What it is:** Domino Scan is a utility for iOS that uses computer vision to count domino pips and track game scores. **Why users hire it:** The app removes the cognitive load of manual counting and the social friction of score disputes during traditional domino games. ## App DNA (Features & Intent) - **[Differentiator] Computer Vision Counting:** Identifies and counts domino pieces in real-time using the camera. - **[Differentiator] Augmented Reality Pip Highlighting:** Overlays visual markers on detected pips to verify count accuracy. - **[Standard] Game History Tracking:** Saves historical match data for reference. * *User Intent:* Users want visibility into their own performance and progress. ## Market Position {#market-position} Domino Scan occupies a niche utility space with a 2.64-star rating across 56 total ratings. The lack of updates since 2020 positions the app as a legacy tool, trailing modern standards for stability and user experience. ## Monetization Strategy - **Model:** Free - **Tiers:** Free - **Analysis:** The app is free with no subscription gates, relying entirely on ad inventory for revenue. ## 🔴 User Sentiment (Medium Confidence: 26 of 26 reviews analyzed) {#user-sentiment} - **Overall Rating:** 2.64/5 - **Platform Split:** iOS 2.6/5 (56 ratings) - **Overall Sentiment:** Frustrated ### Top Praises - **Automated domino counting provides a significant time-saving benefit for families playing traditional board games** - **Visual indicators showing identified pips allow users to verify the accuracy of the automated count** ### Top Complaints (Impact Areas) - **Inaccurate scanning results and failure to capture all dominoes lead to frustration during game sessions** ## SWOT Analysis {#swot} **Core Strengths:** - Augmented reality pip-highlighting provides immediate visual confirmation of count accuracy **Growth Levers:** - Implementing a static photo capture mode would resolve the primary stability complaint ## What's New - **Latest (v1.5, 6 years ago):** General performance improvements. ## App Momentum (Zombie) {#momentum} - Dormant development for six years. - No feature updates since 2020. > **Cadence:** 1 total versions · 0 majors in last 6 months · 2432 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Domino Scan is an utilities app that is completely free. With a 2.64/5 rating from 56 reviews, it faces significant user friction. > **Bottom Line:** The core computer vision mechanism is sound but requires a shift from real-time video to static capture to be viable. Addressing the stability issues and ad-intrusiveness would unlock the app's potential as a reliable utility for domino players. **Best for:** Domino players who want to automate scorekeeping and verify counting accuracy during games. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Ship static photo capture mode because it is the top-requested fix for scanning instability → improve user retention ### Outlook: Declining The market for domino utilities is shifting toward more stable, static-capture models that prioritize accuracy over real-time video. Domino Scan remains exposed due to its aging codebase and lack of development, which will continue to drive churn as users seek more reliable alternatives. - 🔴 The six-year lack of updates indicates the app is in maintenance mode, which prevents it from addressing persistent scanning inaccuracies. - 🔴 Users report: Intrusive ad frequency combined with reports of misleading content erodes user trust, leading to a declining sentiment trend. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 2.64/5 | | Total Reviews | 56 | | Sentiment | Frustrated (25/100) | | Confidence | Medium | | Pricing Model | Free | | Platforms | iOS | | Key Features | 3 analyzed | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Domino Scan** (this app) | 2.64/5 | Frustrated | Benjamin Perez | | [Sota Connect: Secure Network](https://marlvel.ai/apps/fi-catconnect-sota) | 4.8/5 | N/A | Cat Connect | | [V2Box - V2ray Client](https://marlvel.ai/apps/v2box-v2ray-client) | 4.6/5 | n/a | techlaim | | [App For Siri Commands Tips](https://marlvel.ai/apps/app-for-siri-commands-tips) | N/A/5 | N/A | Anh La Phan Son | | [avoVPN Desktop](https://marlvel.ai/apps/avovpn-desktop) | N/A/5 | N/A | Avocado VPN Technologies | | [Bin Days - Bin Reminder](https://marlvel.ai/apps/bin-days-bin-reminder) | N/A/5 | N/A | Vicki Partridge | ## Company Profile - **Developer:** Benjamin Perez ## Data Sources & Links - **App Store ID:** 1483065272 - **Sources:** App store metadata, User reviews. ## Related Intel Reports - [*Sota Connect: Secure Network*](https://marlvel.ai/apps/fi-catconnect-sota) (Cat Connect) · 4.8/5 Rating - [*V2Box - V2ray Client*](https://marlvel.ai/apps/v2box-v2ray-client) (techlaim) · 4.6/5 Rating - [*App For Siri Commands Tips*](https://marlvel.ai/apps/app-for-siri-commands-tips) (Anh La Phan Son) · N/A Rating - [*avoVPN Desktop*](https://marlvel.ai/apps/avovpn-desktop) (Avocado VPN Technologies) · N/A Rating - [*Bin Days - Bin Reminder*](https://marlvel.ai/apps/bin-days-bin-reminder) (Vicki Partridge) · N/A Rating - [*Fusvob VPN : Super VPN 2026*](https://marlvel.ai/apps/com-toplinkc-foxexcellent) (Fuxin Technology) · 4.5/5 Rating - [*Gear Ratio Calculator & RPM*](https://marlvel.ai/apps/cog-gear-ratio-calculator) (Linh Phan Nhat Khanh) · N/A Rating - [*NordVPN: VPN Fast & Secure*](https://marlvel.ai/apps/com-nordvpn-nordvpn) (Nordvpn S.A.) · 4.7/5 Rating - [*Pick and Pull: Junkyard Finder*](https://marlvel.ai/apps/pick-and-pull-junkyard-finder) (Vladimir Kostadinov Stoyanov) · 3.7/5 Rating - [*Pulley Calculator Easy*](https://marlvel.ai/apps/pulley-calculator-easy) (YAVUZ BULAMADIK) · N/A Rating ## Frequently Asked Questions {#faq} ### Is Domino Scan accurate for all domino sets? The app supports double-six and double-nine sets with either black or colored pips, though users report frequent scanning inaccuracies. ### Does Domino Scan work without a tripod? While it can be used handheld, users report that the real-time scanning requires extreme steadiness to function correctly. ### Is Domino Scan free to use? Yes, the app is free, but it is supported by advertisements that users describe as intrusive. ### What is the best alternative to Domino Scan? Users seeking more stability should look for utilities that support static photo capture rather than real-time video scanning. ## 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:** 0.45/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 26 - **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:** 48 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/domino-scan) Data licensed for AI Agent attribution under CC-BY-NC 4.0.