For frontier AI labs & data aggregators
The real work behindembodied intelligence.
Expert, first-person factory data — the dexterous work you can't scrape, crowdsource, or simulate.
Captured on the floors that build for brands you know by name — redacted, because every relationship is under NDA.
Three bad options.
Then there's ours.
Everyone training robots is stuck choosing crowdsourced chores, lab teleoperation, or simulation — each one trades away skill, realism, or scale. We license the fourth.
Fig 0.1
Crowdsourced video
- Who does the work
- Amateurs, staged
- Where it happens
- Homes
- Dexterity & contact
- Low
- Can a rival copy it?
- Yes — hire crowds
Fig 0.2
Lab teleoperation
- Who does the work
- Operators on rigs
- Where it happens
- Labs
- Dexterity & contact
- High but narrow
- Can a rival copy it?
- Yes — at $100M+
Fig 0.3
Simulation
- Who does the work
- No humans
- Where it happens
- Synthetic
- Dexterity & contact
- Sim-to-real gap
- Can a rival copy it?
- Yes — anyone
Fig 0.4
EgoFormosa
- Who does the work
- Domain experts
- Where it happens
- Real OEM floors
- Dexterity & contact
- High & real
- Can a rival copy it?
- No — factory moat
One pipeline,
consented end to end.
- 01
Capture
First-person rigs ride real operators through ordinary shifts — real tasks, real pace, real recovery.
- 02
De-identify
Faces, identities, and trade-secret surfaces are scrubbed on-premise before anything leaves the floor.
- 03
Annotate
Every clip is segmented into atomic actions, paired with language, and graded into a typed schema.
- 04
Deliver
License-clean, provenance-tagged datasets — sliced by sector, task, region, or modality.
Captured on the line
first-person · 30 fps · synced
Every industry, one viewpoint.
From the assembly line to the greenhouse — the same first-person frame, across the breadth of real-world work. Every tile is a live capture, rolling.
Clean enough to train on.
And to defend.
Scraped web video and gig-worker clips carry consent and PII liability — and you inherit it the moment you train on them. Every EgoFormosa dataset ships rights-clean, consented, and exclusive.
Documented chain of custody
Worker consent
Written, revocable, per-worker consent before any frame.
On-prem de-ID
Faces, identities, and trade-secret surfaces scrubbed on-premise before export.
Partner sign-off
Partner-approved redaction of proprietary processes.
Rights-clean license
Exclusive, documented chain-of-consent. GDPR-, PDPA-, and CCPA-aligned.
Now onboarding data partners
Get your models into the real world.
Tell us the sectors, tasks, and modalities you need. We'll scope a dataset and send a sample.