Automotive RepairDiagnostics & Troubleshooting3MediumOwner$ implied
A DIY mechanic needs to determine if pitting on vintage brake caliper cylinders is acceptable for safe reuse, with no replacement parts available for a 1987 MR2.
No purpose-built diagnostic tool exists for assessing vintage brake caliper pitting severity and providing actionable repair-or-replace recommendations for obsolete parts.
47
0
Opp. Score
47
Severity
3Medium
Willingness to Pay
implied
Added
Jun 5, 2026
Workarounds Described
- uses fingernail to feel scratch depth
- posts photos on Reddit asking for advice
Implied Software Gaps
- App that uses camera to measure pitting depth and assess safety
- Centralized database of obsolete brake part compatibility and alternatives
App Concept
CaliperCheck Pro
A mobile app that uses image recognition and depth analysis to assess pitting and scoring on brake caliper cylinders, providing a safety score and actionable repair advice. It also cross-references a community-sourced database of obsolete part compatibility, helping users find modern retrofits or rebuild kits.
Key Features
- Pitting depth measurement via phone camera with standardized reference card
- Safety score with green/yellow/red grading
- Database of obsolete brake parts and compatible alternatives
- Step-by-step rebuild guides with torque specs
- Community forum for model-specific advice
Target Users: DIY mechanics and small auto repair shops working on vintage/import cars with discontinued brake parts
Revenue Model: Freemium with $4.99/month premium tier for unlimited scans and advanced database access
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