We work with automotive educators, diagnostic creators, hardware teams, media, and repair networks on pilots that expose product limits as clearly as product value.
Test exact adapter, firmware, operating-system, vehicle, and read-only workflow combinations. Publish dated passes, failures, and known limits—not blanket compatibility.
Low-commitment first step
Review a proposed compatibility matrix. No listing, shipment, or certification request.
Turn a responsible stop rule into a transparent professional-shop route, with neutral selection, clear disclosure, and no vehicle or customer data exchange in phase zero.
Low-commitment first step
Review a one-page stop-rule flow and three eligible case categories.
Let technicians, instructors, and creators choose the vehicle and freeze the evidence before MECH AI sees it. Wrong, vague, and unsafe outputs stay in the record.
Low-commitment first step
Pressure-test one anonymized case with no publishing commitment.
Explore what automotive AI should do after a trouble code, what it must refuse to claim, and how a shop or owner can evaluate the next test instead of trusting a fluent answer.
Low-commitment first step
A 20-minute background conversation; sponsorship is a separate discussion.
A pilot is not an endorsement, certification, exclusivity promise, or permission to broaden MECH AI's public capability claims.
Alex will respond directly. Include the narrow outcome you want to test, the people or vehicles involved, the proposed timing, and any data, access, or commercial requirements.
Email Alex