Physical AI in the field

It passed every test in the lab. The customer site wasn’t one of them.

It passed every test in the lab. The customer site wasn’t one of them.

It passed every test in the lab. The customer site wasn’t one of them.

Heat, power, lighting, vibration, network drops and model drift change what your robots do in the field, quietly, one unit at a time. We test physical AI on real hardware to measure exactly how, and publish everything we find.

UNIT #412 · SITE 03t+06:00
SoC temp °Cp95 latency ms
THROTTLED00:0006:00
SoC temp86°C
p95 latency178 ms
Throughput18.6 fps
Throttling from 80°CNo cooler fitted

We’re opening the agent to 20 teams first.

We’re opening the agent to 20 teams first.

We’re opening the agent to 20 teams first.

We’re choosing teams who:

Have 20+ robots running across at least 3 customer sites

Ever wondered why Unit #12 underperforms while Unit #3 runs smoothly? Or why something works perfectly at one site but fails at another?

Have put an engineer on a flight more than once to fix a robot that worked fine at the office

Early teams get hands-on setup with our engineers, and a say in which hardware and frameworks we support first.

Apply for early access

We review every application and reply within a week.

Running robots at customer sites with an uptime commitment?

Running robots at customer sites with an uptime commitment?

Running robots at customer sites with an uptime commitment?

We’ll look at your fleet with you: where it’s losing time, and what to measure first. 30 minutes, with an engineer.

Talk to an engineer