Physical AI for the frontlines
We’re building intelligence at the edge, redefining how work gets done on the frontlines. Powered by a massive network of real-world data, our products make operations smarter at scale. What we ship runs in the real world, where it has to work. This is AI that saves lives. The impact is real, and there’s a lot left to build.
Full stack, edge to intelligence
We build across the entire stack. Each year, tens of trillions of data points flow through hardware we design and deploy in the field, creating an unmatched real-world data network that powers our AI. That scale lets us build faster and take on more complex problems.

Edge & Hardware
Rugged hardware deployed in trucks, trailers, heavy equipment, and job sites. Embedded systems, firmware, connectivity, and edge processing built to operate in demanding, real-world conditions.

Cloud & Platform
Distributed systems that ingest and process trillions of data points from the field. Infrastructure that turns raw operational signals into real-time decisions across safety, uptime, compliance, and operations.

Applied AI
Machine learning and computer vision applied across safety, routing, diagnostics, and automation. Models that detect risk, optimize routes, surface maintenance issues, and automate frontline workflows at scale.
We hire strong builders and get out of their way
Engineers own real problem spaces, from idea to launch and scale. We keep bureaucracy low and rely on strong judgment. There are few layers between your work and millions of end users. The impact is yours to build.
We learn from the frontlines
Technical teams put on hard hats, ride in trucks, and visit job sites to see how products perform in the real world. Our technology runs in heat, dust, snow, and vibration—so we test, learn, and iterate with frontline teams.
We ship in days, not months
Our customers operate around the clock. We match their pace, shipping quickly and constantly iterating. We invest heavily in AI and give engineers the latest tools, expecting them to experiment and push what’s possible.
We build what others can’t
We operate one of the richest real-world datasets today. That scale gives us an edge few companies have and opens up entirely new possibilities. This is where ambitious builders do their best work.




