Mobi Labs zhong@mobilabs.tech
Mobi Labs  ·  Ann Arbor, MI

MobilityX

Mobility Foundation for All Robots.

Reliable mobility in open, dynamic, large-scale environments is a baseline requirement for real-world robotics deployment. Achieving this capability in autonomous driving alone took multiple decades, and the resulting mobility intelligence has not become a reusable foundation for broader robotics. Every new robot rebuilds its mobility from scratch.

Robotics lacks a mobility foundation.

The underlying nature of mobility is much more similar across all mobile systems, requiring the ability to understand the surrounding space, identify feasible motion regions, reason about obstacles and constraints, plan safe trajectories, and use broader contextual information to guide local decisions. At this level, mobility should have the potential to become a shared capability for all robots.

Ground vehicle
Ground vehicle
Humanoid robot
Humanoid
Aerial system
Aerial system
Shared capabilities:   Spatial Intelligence  ·  World Understanding  ·  Planning

We are building MobilityX.

MobilityX is a body-agnostic mobility foundation model. We take mobility data already accumulated in autonomous driving and adjacent domains, and translate it into a production-grade foundation that enables newly designed robots to acquire mobility intelligence at substantially lower cost.

MobilityX architecture: cross-embodiment training pipeline
01
Vastly enlarged data source.
Decades of autonomous driving data, combined with cross-embodiment data from drones, legged robots, simulators, and video games, can serve as training data for a single model, much larger than any single robot.
02
Composable with embodied AI foundations.
MobilityX serves as the mobility layer to enhance manipulation-focused foundation models such as Physical Intelligence.
03
A lower barrier to entry.
New robotics teams can obtain product-grade, continually maintainable mobility at a much lower cost than development from scratch.

MobilityX 1.0, in action.

Demonstration of three mobility transitions in Mcity World Model, World Labs traversal, and dynamic obstacle avoidance.

Who we build for.

01
Robotics startups.
Early-stage robotics companies that need mobility as a built-in capability, rather than spending years developing it in-house.
02
Mobile hardware OEMs.
Manufacturers of mobile platforms looking to add mobility intelligence to new products, or upgrade the intelligence of existing ones.
03
Foundation model suppliers for robotics.
Builders of robotics foundation models who want MobilityX to serve as the mobility foundation within their stack.
Get in touch.
zhong@mobilabs.tech