The data factory for robots.
We build a dedicated data cell around your robot, staff it with operators certified on your task, and deliver validated episodes in your format. You pay only for the hours you accept.
The problem
A teleop rig realistically yields about three hours of data a day. In-house US collection costs $90–150 per collected hour before rejected episodes. And hiring and supervising operators takes months your ML team doesn’t have.
Figures as reported by NVIDIA’s Jim Fan and 2026 US teleoperation cost benchmarks.
Four data products, one loop.
Every product runs through the same process: spec, cell, capture, validate, deliver.
Teleoperation
Synchronized action, state and video from leader–follower demonstrations on your embodiment.
Egocentric video
First-person human demonstrations, captured task by task.
UMI datasets
Bimanual manipulation across diverse environments.
Validation sets
Held-out tasks, edge cases and evaluation packs to measure real progress.
From spec to validated data in weeks, not months.
- Day 0
Spec
Tasks, variations and acceptance criteria agreed with your team.
- Week 1
Rig replica
Your arm, gripper and camera layout rebuilt and calibrated.
- Week 1
Certification
Operators trained and certified on your exact task.
- Week 1
Sample
20 episodes in your format for sign-off.
- Week 2 onward
Production
Weekly validated batches with a QA report.
Every episode validated. Every cell replicable.
Labs of 10–50 rigs, staffed from a team that hires more than 1,000 people a month.
Delivered as MCAP, LeRobot, Parquet, JSONL, MP4 or your own schema.
Certified capture
Operators certified per task. Calibration and sync checks gate every session.
Multi-stage validation
Supervisor review, automated stream checks and acceptance sampling against your criteria.
Full traceability
Chain of custody, audit logs and versioned delivery. Every episode is accountable.
Live data cells for CloudChef.
CloudChef is the Palo Alto physical-AI company behind Zippy, the robotic chef. ActaX runs dedicated teleoperation cells for its program.
- 30 Hz
- synchronized action, state and multi-view video
- 10 TB
- captured to date
- LeRobot
- ready outputs, versioned and documented
Pay for validated data, not effort.
Start with a pilot
Four weeks, fixed price, one task. Your acceptance criteria. The fee is credited to your first month.
Per validated hour
One rate per accepted hour, set by task complexity, modality mix and QA depth.
Monthly floor
Reserves your rigs, operators and QA pod. Above it, you pay only the hourly rate.
Your data stays yours.
Full ownership
You own all data and derived labels. We keep no rights to reuse them.
Controlled access
Only named operators and QA staff touch your data, with audit logs on request.
Employed operators
Trained, supervised staff, not gig contributors.
Bring one model gap. We’ll build the cell.
Tell us your robot and the task your policy struggles with. We’ll scope a four-week pilot.