The data engine for Physical AI

The human-skill data engine
for the world's most
dangerous jobs.

We capture how skilled humans do hazardous, high-wage work — and turn it into the action-labeled data robots need to do it too. We own the corpus, and it compounds with every job. Starting with welding.

Get started See the map
Built for the teams training robot brainsFOUNDATION LABSHUMANOID MAKERSWELDING AUTOMATION
REC · POV · FABRICATION
Welder recording an arc weld with a head-mounted camera
HEAD-MOUNT · HANDS-FREE POV
CLIP ACCEPTED · PAID
<5,000 hrsOF OPEN REAL-WORLD MANIPULATION DATA EXIST
WHILE $10B+ POURED INTO PHYSICAL AI IN 2025
$8.6BRAISED BY HUMANOID STARTUPS IN H1 2026
1.8× ALL OF 2025 — YOUR BUYERS ARE STARVED
0 hrsOF IT COVERS DANGEROUS, HIGH-SKILL TRADES
THE DATA NO ONE ELSE CAN REACH
What we do

Capture the skill. Own the data.

We fit skilled workers with wearable capture, turn their demonstrations into training-ready data, and keep the corpus — so it sells again and again.

Step 01

Capture

Skilled workers wear an egocentric rig and do the job — real demonstrations of hazardous, dexterous work, narrated and consented.

POV · on-site · hands-free
Step 02

Validate — our IP

We turn raw footage into action-labeled, consent-verified, co-training-ready data. The validation layer is the moat, not the camera.

Action labels · provenance
Step 03

Own & license

Exclusive datasets and eval sets to VLA labs and OEMs — and we keep the corpus. Non-exclusive by default, so it compounds.

Owned · re-licensable
The niche map

One capture engine. Every dangerous trade.

We conquer a hazardous, high-skill vertical, own its corpus, then stack the next. The generalists go broad and shallow — we go deep and own the asset.

Welder
Beachhead

Welding & fabrication

The adaptive welding robots still can't do. Anchor buyers: Path Robotics, Novarc.

Meat processing
Open

Meat & food processing

Butchery, deboning, trimming — pure dexterity, un-hunted, and robots keep failing at it.

Foundry pour
Open

Foundry & metal fab

Grinding, casting, forging — extreme heat, high-skill, welding-adjacent expansion.

Energy-trade technician at height
Open

Energy trades

Wind-turbine techs, high-voltage, lineman — heights and electrical, a booming sector.

Hazmat decontamination
Open

Hazmat & decontamination

Dangerous, low-glamour work robots want — and no data engine is capturing it.

Construction worker
Skip · crowded

Warehouse & construction

Already being nibbled (Cortex, Canvas, Hardhat). We avoid the commoditizing crowd.

Why we win — and why they can't follow

Three moats, stated plainly.

We own the dangerous long tail

The hardest data to get, the most valuable to automate. You can't scrape it, you can't cheaply teleoperate it, and no incumbent is built to reach these workers.

We're independent

Meta owns 49% of Scale AI — the top labs won't feed a Meta-affiliated vendor. We're the neutral supplier, with provenance-grade data lineage they can defend in court.

We own the asset, not the labor

Everyone else resells labeled hours — a deflating commodity that fell 3× in two years. We own a compounding corpus, and the workers own a share. Our margin rises while theirs falls.

How we scale

The repeatable niche engine.

Win one hazardous vertical, then replicate — the platform turns each niche from a manual operation into a self-growing network.

Anchor order

One enterprise buyer proves demand and funds the niche.

Capture

We collect the first hours ourselves, on-site.

Open the platform

Self-serve onboarding + worker referrals scale supply, capital-light.

Own the corpus

Non-exclusive volume re-licenses to new buyers — margin compounds.

Stack the next

Repeat the playbook in the next dangerous trade.

For robot labs & OEMs

The data your policies are starved for.

Action-labeled, consent-verified, co-training-ready demonstrations of the dangerous, dexterous work your robots still fail on — with a chain of title you can defend. Exclusive datasets, eval sets, and the long-tail failure & recovery data no one else produces.

Path RoboticsNovarcHumanoid OEMsFoundation labs
Request a dataset
TRAINS THIS
Energy-trade technician working at height
THE HUMAN DATA YOU BUY · TRAINS THIS

Robots learn by watching humans work.
We own how the dangerous work is done.

Create a free account — client (robot lab / OEM) or contributor (skilled worker).

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