hardware · keidrive

KeiDrive — vehicle dynamics ML.

A simulation and ML-training platform for vehicle dynamics, paired with patent-filed magnetorheological-fluid suspension actuation.

Platform

KeiDrive packages a vehicle-dynamics simulator with an ML training loop and an embedded inference path. The same models trained in simulation are deployed on dedicated controllers — without a cloud handoff.

Hardware focus — MR-fluid suspension

  • Patent-filed actuation method for magnetorheological-fluid damping.
  • Patent-filed control architecture pairing on-device ML with the actuator.
  • Reference firmware on an industrial-MCU class part.

What partners get

Bench-validated reference designs, the patent stack, and a path to OEM integration. Specific patent IDs, claim text, and the ML method content are released under mutual NDA. Bring your vehicle model — KeiDrive brings the training loop and the controller.