PHYSICAL AI · DATA INFRASTRUCTURE
Real-world data for robots, starting with the trades.
We capture and curate consented, high-fidelity manipulation data from electricians, HVAC techs and other skilled tradespeople, the dexterous, long-tail tasks that today's robot models can't learn from anywhere else.
THE BOTTLENECK
Robots don't have an ImageNet.
Foundation models for robotics are constrained by data, not compute. The hardest data to get, real humans doing dexterous physical work in messy environments, barely exists. We build exactly that, at the source.
$18.8B
invested in robotics in H1 2026
~350 hrs
size of a leading manipulation dataset
#1
data is the leading constraint on model progress
Industry context, not company metrics.
WHAT WE DO
Source at the frontline
Real tradespeople, real jobs, captured with head- and wrist-mounted cameras and sensors.
Curate for training
We turn raw footage into verified, annotated, coverage-designed episodes, so you buy accepted units, not raw hours.
Consented & rights-cleared
Every hour is captured under explicit consent with clean provenance, built for EU privacy standards.
HOW IT WORKS
01 · You define the tasks
Tell us the manipulations and edge cases your models are failing on.
02 · We capture & curate
Our trade network records them; we gate for quality, privacy and coverage.
03 · You get training-ready data
Delivered in standard formats, versioned, with full provenance.