Mobile mechanic needs to quickly assess which vehicle repairs (e.g., timing chains, transmission swaps) are profitable and low-risk, but lacks a structured way to evaluate liability and parts availability.

Workarounds Described

• mentally evaluating vehicle make/model and parts cost to decide if job is worth it
• calling salvage yard to check transmission availability and price

Implied Software Gaps

• Mobile app that provides instant risk assessment and parts sourcing for repair jobs

RepairRisk Pro

An AI-powered decision support tool for mobile mechanics to evaluate vehicle repair jobs. It analyzes vehicle make/model, repair complexity, parts cost/availability, and liability risk, then recommends whether to accept or decline. Integrates with salvage yard APIs and labor guides to give real-time profitability estimates.