Unable to remove stubborn grease spots and embedded brake dust from wheel faces using standard pH-safe wheel cleaners, uncertain whether to use polish or compound.

Existing cleaning products fail to remove embedded brake dust and grease spots on anodized or clear-coated wheel faces, and there is a lack of clear guidance on whether to use a polish or compound for such delicate surfaces.

Severity

2Mild

Willingness to Pay

implied

Added

May 28, 2026

Implied Software Gaps

Mobile app that identifies wheel stain type and recommends exact polish/compound and tool settings

App Concept

WheelClear Pro

An intelligent wheel detailing app that uses image recognition to identify stubborn contaminants (grease, brake dust, water spots) and recommends the exact polish or compound grade, pad type, and tool speed for safe removal. Includes step-by-step AR-guided polishing tutorials and product compatibility database.

Key Features

Photo-based stain analysis and product recommendation engine
AR overlay guidance for polishing technique and pressure
Database of wheel manufacturers and coating types
Integration with auto parts retailers for instant purchase

Target Users: Car enthusiasts and DIY detailers who own high-end wheels (e.g., BBS) and need precise guidance on polishing compounds and techniques.

Revenue Model: Freemium with $4.99/month premium tier for unlimited scans and detailed AR tutorials; affiliate commissions on product links.

Existing Solutions Mentioned

pH safe wheel cleanersMilwaukee rotary toolDremel polishing padsSonax Perfect Finish

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