A headlight restoration worker is getting worsening spots on headlights when sanding by hand after 1500 grit, and cannot determine if it's old clear coat or user error.

No diagnostic tool or guidance available to identify whether the spots are caused by residual clear coat or improper sanding technique.

Severity

3Medium

Willingness to Pay

implied

Added

Jun 6, 2026

Workarounds Described

sanding by hand and visually guessing the cause of spots

Implied Software Gaps

Surface defect diagnostic app that uses image recognition to identify the source of spots during headlight restoration

App Concept

ClearShield Inspector

A mobile app that analyzes surface photos to diagnose defects during headlight restoration. It uses AI to distinguish between old clear coat residue, sanding scratches, and plastic damage, and provides step-by-step corrective guidance.

Key Features

Photo-based defect analysis with AI classification
Step-by-step troubleshooting guide
Material database for headlight types and coatings
Progress tracking and log for each job

Target Users: Headlight restoration technicians and auto detailers in small to medium car care businesses

Revenue Model: $9.99 per month subscription or $0.99 per diagnostic scan

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