A mechanic needs to repair a damaged spindle after removing a seized bearing but lacks a reliable, cost-effective solution for cleaning up gouges without replacing the part.

No dedicated tool or software provides guidance on whether a spindle gouge can be safely repaired or must be replaced.

Severity

2Mild

Willingness to Pay

implied

Added

Apr 23, 2026

Implied Software Gaps

Diagnostic decision support app for spindle/damage assessment

App Concept

AxleAssist Pro

AxleAssist Pro is a mobile app that helps mechanics assess spindle damage using photos and AI. It provides repair-or-replace recommendations, step-by-step refinishing guides, and a cost-benefit analysis to save money on parts.

Key Features

Photo-based damage assessment with AI
Repair-or-replace decision support
Step-by-step refinishing guides (e.g., using Scotch Brite, emery cloth)
Cost comparison: repair vs. new part cost

Target Users: Independent auto mechanics and DIY enthusiasts in the automotive repair industry, working on vehicles with spindle hubs

Revenue Model: Freemium with $9.99/month pro tier for unlimited assessments and guides; one-time $4.99 assessment fee for free users

Existing Solutions Mentioned

scotch brite10lb hammertorchbuying another set of spindles for $250

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