--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Car Part Identifier" developer_entity: "Danie Barnard" bundle_id: "com.carpartid.app" app_store_id: "6738489603" category: "Utilities" primary_platform: "ios" primary_monetization: "Subscription" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2025-02-10" report_date: "2026-09-10" last_verified: "2026-09-10T00:00:00.000Z" report_version: "1.0.2" total_reviews: 32 overall_rating: 2.4 sentiment: "Frustrated" sentiment_score: 25 confidence: "medium" confidence_score: 0.6 top_praise_theme: "Initial user experiences highlight the app as a good deal for the price point" top_complaint_theme: "Image recognition fails to identify common parts, rendering the core utility useless for users" review_sample_size: 10 total_review_count: 10 analyzed_review_count: 10 data_age_days: 49 momentum_velocity: "zombie" intelligence_version: 3 tags: ["utilities", "subscription", "frustrated sentiment", "mobile app", "app review", "app analysis", "enthusiasts", "professional", "mechanics"] canonical_url: "https://marlvel.ai/apps/car-part-identifier" license: "CC-BY-NC 4.0" content_version: "v2" --- # Car Part Identifier Intelligence Report ## TL;DR {#tldr} - **Category**: Utilities · Subscription - **Signal**: Rating 2.39 · Sentiment Frustrated - **Recent focus**: Image recognition fails to identify common parts, rendering the core utility useless for users (top complaint) · Initial user experiences highlight the app as a good deal for the price point (top praise) > **TL;DR:** Car Part Identifier is a utilities app by Danie Barnard, rated 2.39/5 by 32 users, with Frustrated user sentiment (25/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Car Part Identifier faces Frustrated user sentiment (2.39/5 from 32 reviews), with users reporting image recognition fails to identify common parts, rendering the core utility useless for users as the primary concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 2.39/5 (32 reviews) | | **User Mood** | Frustrated | | **Category** | Utilities | | **Developer** | Danie Barnard | | **Pricing** | Subscription | | **Platforms** | iOS & Android | | **Confidence** | Medium (0.6/1.0) | | **Data Age** | 49d | ## Metadata & Market Performance - **Publisher:** Danie Barnard - **Category:** Utilities - **Target Audience:** DIY car enthusiasts and professional mechanics seeking rapid identification and sourcing of automotive components. - **Platforms:** iOS & Android - **Version Reviewed:** 1.0.02 - **Report Date:** 2026-09-10 - **Signal Count:** 10 reviews analyzed - **Confidence:** Medium (0.6/1.0) - **App Store ID (iOS):** 6738489603 - **Bundle ID:** com.carpartid.app - **Google Play ID:** com.carpartid.app - **Performance Trend:** Stable - **Data Window:** Analysis based on signals collected up to 2026-09-10 ## Executive Snapshot **What it is:** Car Part Identifier is a mobile utility for identifying automotive components via AI image recognition on iOS and Android. **Why users hire it:** The app removes the cognitive friction of manual part research by mapping visual input to specific component names and purchase links. ## App DNA (Features & Intent) - **[Differentiator] AI Visual Recognition:** Neural network identifies automotive components from uploaded photos or live camera input. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Differentiator] Installation Difficulty Scoring:** Provides estimated repair difficulty metrics for identified parts. * *User Intent:* Users seek enhanced value through premium features. - **[Standard] OEM & Aftermarket Marketplace Links:** Directs users to purchase identified parts via integrated merchant links. ## Market Position {#market-position} Car Part Identifier occupies a niche utility space, but its 1.8-star rating and 577-day update gap suggest it is failing to maintain competitive parity. ## Monetization Strategy - **Model:** Subscription - **Tiers:** Free tier with ad support, Monthly subscription at $4.99, Annual subscription at $49.99 - **Analysis:** Freemium model anchored at $4.99/month, gating advanced filtering and ad-free usage behind a subscription. ## 🔴 User Sentiment (Medium Confidence: 10 of 10 reviews analyzed) {#user-sentiment} - **Overall Rating:** 2.39/5 - **Platform Split:** iOS 1.8/5 (5 ratings) | Android 2.5/5 (27 ratings) - **Overall Sentiment:** Frustrated ### Top Praises - **Initial user experiences highlight the app as a good deal for the price point** ### Top Complaints (Impact Areas) - **Image recognition fails to identify common parts, rendering the core utility useless for users** ## SWOT Analysis {#swot} **Core Strengths:** - Neural network-based visual recognition provides a differentiated workflow for identifying unknown automotive components **Growth Levers:** - Integration of verified OEM part databases could address the accuracy complaints currently driving churn ## Recent Changes (v2 → v3) {#recent-changes} The product remains in a 577-day development freeze, with no functional changes; the update reflects a more precise diagnosis of the recognition engine's failure and the addition of potential recovery paths. **Overall trend**: Stable **Compared at**: 2026-09-10 ### Medium-impact changes - **[Added] New Opportunity: OEM Database Integration** (swot) - **[Shifted] Refined Technical Diagnosis** (positioning) ### Low-impact changes - **[Added] New FAQ Alternative** (sentiment) ## What's New - **Latest (v1.0.02, 1 years ago):** General bug fixes. ## App Momentum (Zombie) {#momentum} - Ships only bug fix releases. - Stalled development for 19 months. > **Cadence:** 2 total versions · 0 majors in last 6 months · 577 days since last update · 0 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Car Part Identifier is an utilities app. With a 2.39/5 rating from 32 reviews, it faces significant user friction. > **Bottom Line:** Car Part Identifier's core recognition engine fails to deliver basic utility, and billing allegations further erode user trust. The app requires a total rebuild of the identification logic and a transparent billing audit to recover from the current negative sentiment trend. **Best for:** DIY car enthusiasts and professional mechanics seeking rapid identification and sourcing of automotive components. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] Audit billing flow because users allege unauthorized charges → reduce refund surge ### Outlook: Declining The automotive utility market is consolidating around high-accuracy, database-backed tools, leaving Car Part Identifier exposed due to its lack of recent feature investment. Without a fundamental pivot to address recognition accuracy and billing transparency, the app will continue to lose its remaining user base to more reliable alternatives. - 🔴 Persistent recognition failures in the latest release erode user trust, which compounds the rating drag already visible on both platforms. - 🔴 Billing allegations reported by users create a high churn risk that will likely lead to increased refund requests and store-level scrutiny. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 2.39/5 | | Total Reviews | 32 | | Sentiment | Frustrated (25/100) | | Confidence | Medium | | Pricing Model | Subscription | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Trend | Stable | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Car Part Identifier** (this app) | 2.39/5 | Frustrated | Danie Barnard | | [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 | | [avoVPN Desktop](https://marlvel.ai/apps/avovpn-desktop) | N/A/5 | N/A | Avocado VPN Technologies | | [Free VPN by Free VPN .org™](https://marlvel.ai/apps/free-vpn-by-free-vpn-org) | 4.5/5 | Mixed | Free VPN LLC | | [Fusvob VPN : Super VPN 2026](https://marlvel.ai/apps/com-toplinkc-foxexcellent) | 4.4/5 | Mixed | Fuxin Technology | ## Company Profile - **Developer:** Danie Barnard - **Website:** [https://www.carpartidentifier.com/](https://www.carpartidentifier.com/) ## Data Sources & Links - **App Store ID:** 6738489603 - **Google Play ID:** com.carpartid.app - **Dev Site:** [Official Website](https://www.carpartidentifier.com/) - **Sources:** Developer website content, About us / company information, 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 - [*avoVPN Desktop*](https://marlvel.ai/apps/avovpn-desktop) (Avocado VPN Technologies) · N/A Rating - [*Free VPN by Free VPN .org™*](https://marlvel.ai/apps/free-vpn-by-free-vpn-org) (Free VPN LLC) · 4.5/5 Rating - [*Fusvob VPN : Super VPN 2026*](https://marlvel.ai/apps/com-toplinkc-foxexcellent) (Fuxin Technology) · 4.4/5 Rating - [*Potatso*](https://marlvel.ai/apps/potatso) (Potatso Lab LTD) · 4.4/5 Rating - [*Quantumult X*](https://marlvel.ai/apps/quantumult-x) (Cross Utility Ltd) · 3.8/5 Rating - [*VPN 365-Master WIFI Security*](https://marlvel.ai/apps/vpn-365-master-wifi-security) (vpn fast) · 4.6/5 Rating - [*카톡 분석 - 오픈채팅, 카톡 채팅 분석, 통계, 검색*](https://marlvel.ai/apps/com-liger-katalkanalysispaid) (Park Sung Cheol) · N/A Rating - [*로또 황금번호 생성기*](https://marlvel.ai/apps/lotto-lottogold) (jaehwan lee) · N/A Rating ## Frequently Asked Questions {#faq} ### Is Car Part Identifier accurate for identifying specific car parts? Users report that the app frequently fails to identify common automotive parts, such as window regulators, and often provides inconsistent or incorrect results. ### Does Car Part Identifier charge for subscriptions without consent? Multiple users allege that the app initiates subscription charges despite explicit statements that no charges would occur, leading to significant user frustration. ### What are the alternatives to Car Part Identifier? Users seeking reliable automotive part identification should consider professional mechanic consultation or manufacturer-specific parts catalogs, as the app currently struggles with basic recognition tasks. ## 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:** 0.6/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 10 - **Data Sources:** user reviews, developer website, company about page, 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:** 49 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/car-part-identifier) Data licensed for AI Agent attribution under CC-BY-NC 4.0.