Car Part Identifier
Car Part Identifier is a mobile utility for identifying automotive components via AI image recognition on iOS and Android.
The App DNA
What makes this app unique?
The app removes the cognitive friction of manual part research by mapping visual input to specific component names and purchase links.
For DIY car enthusiasts and professional mechanics seeking rapid identification and sourcing of automotive components.
What does it look like?
Key features
Neural network identifies automotive components from uploaded photos or live camera input.
Provides estimated repair difficulty metrics for identified parts.
Directs users to purchase identified parts via integrated merchant links.
How much does it cost?
Freemium model anchored at $4.99/month, gating advanced filtering and ad-free usage behind a subscription.
Velocity
Dormant developmentopaqueShow more...
Car Part Identifier has been inactive for 577 days, placing it firmly in the zombie category. The last recorded activity consisted of minor bug fixes across both platforms in early 2025. There is no evidence of ongoing development, feature expansion, or operational support for the application.
Who built it?
Danie Barnard
5 apps tracked · Utilities
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iTrade - AI Trading AssistantUser Sentiment
What do users think recently?
Review voice lately leans frustrated. Users appreciate initial user experiences highlight the app as a good deal for the price point.
How are ratings & reviews evolving?
What users say, by theme
- Initial user experiences highlight the app as a good deal for the price point
- Image recognition fails to identify common parts, rendering the core utility useless for users
10 of 10 recent reviews analyzed · moderate confidence · Frustrated overall
Read the full review analysisUnlock 2 more frustration themes, each backed by review evidence.
Access the full report for freeCompetition
Competitive landscape for Car Part Identifier
How's the Utilities market?
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.
Read the market outlookThe rivals identified
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Access the full report for freeThe Analyst's Read
Key takeaways for Car Part Identifier
Where is it heading?
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.
The SWOT
- Neural network-based visual recognition provides a differentiated workflow for identifying unknown automotive components
- Integration of verified OEM part databases could address the accuracy complaints currently driving churn
Next best moves
Audit billing flow because users allege unauthorized charges → reduce refund surge
+ 1 more prioritized moveThe counter-intuitive read
The app's failure is not a lack of AI sophistication…
Read the full takeSince the last report: 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.
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.
Unlock 2 critical frictions, 1 market threat, 1 more prioritized move and the analyst’s take.
Access the full report for freeFAQ
Is Car Part Identifier accurate for identifying specific car parts?
Does Car Part Identifier charge for subscriptions without consent?
What are the alternatives to Car Part Identifier?
Sources
- [1] App Store
- [2] Developer website, source
Report last updated