GET ACCESS

Tell us what you’re building.

Whether you’re training models and need real-world data you can ship on, you run a site and want a capture system that turns your operations into lasting value, or you want to carry a kit and license your own work, start here.

Rights-cleared on delivery
Edge-redacted, non-personal
Provenance on every record
Indemnified to the buyer
Which best describes you
FAQ  /  Before you write

The questions everyone asks, answered straight.

FOR MODEL BUILDERS
What exactly is in an episode?

A time-synced, multimodal record of real physical work: vision, depth, the object being handled, machine telemetry, worker motion and manner of manipulation, the action taken, and the verified outcome, including failures and corrections. It is searchable by what work, on what object, by whom, where, and how. Where a site runs robots, their streams are part of the same episode.

FOR MODEL BUILDERS
Can we legally train and ship on this?

Yes. Every episode is captured under agreement, redacted on site, provenance-stamped, and delivered rights-cleared. We warrant provenance and indemnify on delivery, so the data holds up in a compliance review, not just a research setting.

FOR MODEL BUILDERS
How does an engagement start?

With a scoped design-partner pilot on one task class, delivered from a live deployment. The pilot proves the data on your actual need before any larger commitment, and it converts into ongoing quarterly delivery in the task classes you name.

FOR MODEL BUILDERS
How is the data licensed?

Non-exclusively by default, cleared for training and evaluation, with Praxoris retaining title so the same episode can serve you and the rest of the field. Need exclusivity? We fence a slice at ingest, carve it out of the pool so no other buyer can license it, and hand you an append-only audit trail that proves it. You also get access to a held-out benchmark that never enters training, for testing and certification.

FOR MODEL BUILDERS
Can we start without a commitment?

Yes. Spot-purchase episodes from the marketplace at a published rate, no commitment, and scale into a quarterly commitment when the data proves out. The rare tail and the freshest capture are reserved for committed and exclusive tiers, so self-serve stays a clean, small-first door.

FOR CARRIERS
Can I carry a kit and license my own work?

Yes. If your work moves, you can capture it. You are paid for every day you carry the kit and again for every episode we accept, with more for the rarer work a fixed site never sees. You stay reachable for payment while your identity never travels with the data.

FOR OPERATORS
What does hosting cost us, and what do we get?

Hosting costs nothing, and you are paid from the day you sign and on every license of the data from your site after that. The capture rigs and the operations dashboard come at no capital outlay, no robot pilot is required, and the people wearing the sensors are paid participants.

FOR OPERATORS
Will this disrupt our floor?

No. There is no facility rewiring, no robot pilot, and nothing new to operate. The sensors capture work that is already happening, and your team gets a live dashboard of throughput and bottlenecks off the same feeds.

FOR OPERATORS
Who owns the data from our site?

You own your identifiable data and hold a veto over anything that could identify your operation. What we license is aggregated, entity-anonymized episodes, and you earn on every license of them.

FOR THE PEOPLE ON THE FLOOR
Is this workplace surveillance?

No, and the difference is structural. Participation is individually consented and paid: this is data work, not monitoring. The wearables capture hands and motion, not identity, and faces and badges are blurred on site before anything leaves the building.

GENERAL
Do you need robots on site?

No. The data comes from real work, captured through sensors on production machinery and wearables worn by workers. Where a site does run robots, their streams plug into the same pipeline as one more sensor.