The physical-AI data marketplace

Robots learn from people.
We connect the two.

One marketplace, two sides. Robotics companies get cleaned, action-labeled data on demand. Skilled workers get paid weekly — plus royalties — to record their work. An AI Manager runs it end to end, so neither side needs an ops team.

I need data I want to earn
Live in betaROBOTICS BUYERSSKILLED WORKERSAI MANAGER
LIVE · BUYER CABINET
Buyer dashboard Worker dashboard Action-labeled data output
POST A REQUEST · GET DATA
For robotics companies

The data your policies are starved for — without building a data team.

  • Browse a ready catalog, or commission exactly the task you need.
  • Failure & recovery data most providers skip — what robust policies actually need.
  • Cleaned, action-labeled, co-training-ready — RLDS / HDF5 with eval splits.
  • Your AI Manager writes the brief, matches workers and runs QA — you just get data.
  • Pay per dataset or license the corpus — with a chain of title you can defend.
Request a dataset
Robotics team training a manipulation policy
Skilled welder capturing work on the job with the rig
For skilled workers

Get paid to do your job — and again every time it's re-used.

  • We ship you the capture rig — camera, mic & sensor gloves. Just wear it.
  • Your AI Manager tells you exactly what to record and checks every clip.
  • Get paid weekly — plus royalties every time your data is re-used.
  • Record on your normal shift. No extra work — just do your job.
  • You own your chain of title. Your data, your income, for life.
Start earning
How our workers capture data

Every worker ships you the whole signal — not just video.

We rent each skilled worker a wearable rig and their AI Manager cues what to record. It captures every channel a robot needs to learn the job — so what lands in your cabinet is far richer than a camera feed.

01

Vision

Head-mounted POV of the exact task — the robot's-eye view.

02

Sound

Arc tone, spatter & tool audio that signal a clean job.

03

Touch

Force & grip from sensor gloves — the dexterity robots miss.

04

Voice

The worker narrates every decision, mistake & recovery.

05

Motion

Hand & body pose, tool angle, travel speed.

SHMEL head-mounted camera
Head-mount camera. POV vision of the exact task — hands-free on the job.
SHMEL clip mic
Clip mic. Arc sound, tool audio & the worker's voice narration.
SHMEL sensor gloves
Sensor gloves. Force, grip & finger motion — the touch data robots miss.

Rented to every worker — light enough for a full shift. All channels synced and timestamped, so the data arrives training-ready.

How the platform works

Four steps. The AI Manager handles the rest.

No brokers, no back-and-forth — the platform matches supply to demand and runs quality for both sides.

Sign up

Join as a robotics company or a skilled worker in minutes.

Match

Buyers post a request; we match skilled workers with the right trade.

Capture

Workers record on the job; the AI Manager validates every clip.

Get paid / get data

Workers earn weekly + royalties; buyers get ready-to-train datasets.

Why it's effortless

Built so neither side needs an ops team.

An AI Manager runs it

It briefs buyers, tells workers exactly what to film, and QAs every clip — replacing a whole data-ops function.

Weekly pay + lifetime royalties

Workers are paid every week and keep earning each time their data is re-licensed. Real income, not a one-off gig.

Ready to train, cleanly owned

Action labels, eval splits, RLDS / HDF5 export — plus consent & chain-of-title on every clip you buy or sell.

Expanding across every dangerous trade

Welding today. Every hazardous trade next.

We're live in welding & fabrication and opening a new trade every quarter. Each one adds fresh catalog for robotics buyers and new earning slots for skilled workers — all on the same rig, AI Manager and payout rails.

Welding & fabrication
Live now

Welding & fabrication

Energy & high-voltage trades
Next

Energy & high-voltage

Foundry & metal fabrication
Next

Foundry & metal fab

Hazmat & nuclear decontamination
Soon

Hazmat & decon

Meat & food processing
Soon

Meat & food

Industrial repair & mechanics
Soon

Industrial repair

Vote for the trade you want next from inside your cabinet — buyer demand sets the roadmap.

Pick your side.

Robotics company or skilled worker — you're one click from your cabinet.

I need dataI want to earn