Automotive operations

Automotive Workshops

A controlled intelligence layer for diagnostics, coding, repair workflows, vehicle data interpretation, and expert handoff.

nAI runtime
Vehicle ECUs Diagnostic laptops Repair history Workshop tools Technician roles Service databases

Challenge

Why generic AI is not enough.

Modern workshops operate across vehicle networks, diagnostic tools, service history, parts data, and technician judgment. The operational context is fragmented.

nAI Runtime

How the environment becomes usable context.

nAI maps the vehicle, tools, bay, technician permissions, job history, and approved procedures before proposing or executing a step.

Operating Model

Mapped systems, controlled action.

Environment graph

  • Vehicle ECUs
  • Diagnostic laptops
  • Repair history
  • Workshop tools
  • Technician roles
  • Service databases

Control layer

  • Technician approval before coding
  • Tool access by bay
  • Recorded diagnostic steps
  • Rollback-aware execution

Outcome

Higher-confidence diagnosis, more consistent coding workflows, and a visible record of what was recommended, approved, and changed.