About ActiScale
Embodied AI is bottlenecked on data. We're building the supply.
ActiScale is a two-sided marketplace with an automated pipeline: a global collector community records egocentric human demonstrations, which are refined, QC'd and rights-cleared and sold as training data to AI and robotics labs.
Every serious embodied-AI team needs large, diverse, real-world human demonstration data, and almost none of it exists to simply buy and license. ActiScale exists to close that gap.
Last updated:
About ActiScale: key facts
- ✓Model: a marketplace that refines and sells hours of demonstration data, not a labor-services company reselling people by the hour.
- ✓Supply: collectors (phone, harness and app, paid per accepted hour) and QC reviewers (paid per validated task).
- ✓Demand: frontier model teams and humanoid-robotics companies, paying per dataset, per custom order or by subscription.
- ✓Milestone: a 5,000-hour first packaged release, in production.
Why now
Why is embodied AI bottlenecked on data?
Every serious embodied-AI team needs large, diverse, real-world demonstration data — and there is almost none they can simply buy and license. That gap is why ActiScale exists.
Sources: HumanScale / HumanNet (2026); robot-data cost analyses (2026). Figures indicative.
Our approach
What is ActiScale and how does it work?
We refine and sell hours of demonstration data. We are not a labor-services company reselling people by the hour. A global collector community supplies the raw footage; an automated pipeline turns it into data a model can train on.
Marketplace, not services
We refine and sell hours — not resell labor by the hour.
Automation is the leverage
Agentic AI does more of the filtering, cutting, labeling and QC over time.
Quality-gated
Only work that passes QC is paid — and only work that passes is shipped.
Our commitments
Why can labs and collectors trust ActiScale?
Consented at source
Every collector signs a licence grant at onboarding.
Provenance-tracked
Every clip carries collector ID, device, location class and consent record.
Transparent pay
The collector community is paid fairly for every hour that clears quality review. Earnings come only from work performed, never from recruiting.
Milestone
Our first packaged release is in production.
It gives labs something they can't buy today: refined, QC'd, rights-cleared human demonstration data they can license by the hour and load on day one. It's the first proof that the pipeline scales, and the foundation everything after it builds on.
Join the community
Record everyday tasks with your phone, clear quality review, and get paid per hour. No robot, no studio.
Join the community