Physical AI · The Operating Layer

We make physical AI succeed in the real world — beyond the demo.

The operating layer for heterogeneous fleets — the governed surface through which physical AI reaches enterprise reality, beneath whatever machines and models win. Picks-and-shovels infrastructure for the physical-AI era.

46,000 robots managed644 production orgs~10 yrs in production789B datapoints captured
The Shift — Bits to Atoms

Capability is no longer the bottleneck. Deployment is.

The first wave of AI was models and software. The larger, longer wave is physical — machines that move, build, inspect, and manufacture. Foundation models for action made machines generalize. The hard part has moved to making physical AI work in the real world: reliably, under governance, beyond the demo.

01 / FRONTIER

From the keyboard to the machine

Capital and talent are rotating into physical systems. When the scarcest resources move to a new layer of the stack, it marks a beginning.

02 / GAP

The deployment layer is under-funded

Capital pours into the brain and the body — almost none into the connective tissue between them. That gap is the layer we occupy.

03 / WINDOW

The window is open and finite

The build-versus-partner decision for the operations layer is being made now — often once, and durably.

The Record — Real Deployments, Not Pilots

We've operated more physical robots, across more environments, than almost anyone alive.

46,000
Robots managed
644
Production organizations
789B
Datapoints captured
171 yrs
Video recorded
What We Bring — Six Pillars

Locked and loaded, the day a partner wants to deploy.

01

Unmatched deployment record

02

Every kind of robot

03

Every kind of environment

04

Every kind of data

05

The compounding moat

06

A delivery model for the wild

Every Kind of Robot

100+ robot types. 12+ morphologies. One governed layer.

AMR
Humanoid
Forklift
Quadruped
Manipulator
UGV
USV
Drone
Inspection
Delivery
Industrial
Service
Every Kind of Environment

We've deployed where there's no network, no daylight, and no second chance.

Who It's For — The Convergence

Frontier intelligence flows in. Hardware flows in. Governed operations flow out.

Frontier Model Companies
Humanoid & Embodied Builders
Enterprises Adopting Physical AI
The Proof in the Field

Same models. Better context. Outcomes you can measure.

~60% faster time-to-resolution
7.5× faster context retrieval
~80% alarm-noise reduction
~66% steps automatable
The Moat
You're building machines and models robust to whatever the physical world throws at them. We've spent a decade watching the real world throw it at robots — and captured every bit of it.
How We Engage — Run Like a Boot Camp

A measured deployment in front of you in roughly four months.

Discovery

Boot Camp

Pilot

Deploy + Decide

The governed layer between models and machines is up for grabs.

We come in standing on the track record — but the conversation is about what you're building. Start with a working session.

Request an Architecture Audit →