For labs
Demonstration data your VLA model can actually learn from.
ActiScale sells rights-cleared, QC'd egocentric human demonstration data to robotics and VLA-training labs, collected to your task spec and delivered as LeRobot, RLDS or raw MP4 + JSON, priced at $8–90 per hour by tier.
Diverse, real-world, egocentric human demonstrations — collected to your task spec, QC'd, rights-cleared, delivered in your format.
Last updated:
Key facts: ActiScale demonstration data for labs
- ✓What: egocentric human demonstrations, refined through a 6-step pipeline (ingest, filter, segment, pose & contact, narrate & label, QC & package).
- ✓Ways to buy: catalog datasets, custom collection (100 to 5,000 hours), a continuous data feed, and licensing & API.
- ✓Price: $8–15/hr (Raw + filtered), $20–40/hr (Structured), $50–90/hr (VLA-ready). A single production teleoperation dataset costs $50K–$200K.
- ✓Formats: LeRobot, RLDS, or raw MP4 with a JSON metadata sidecar.
- ✓Rights & QC: consented at source, provenance-tracked, commercial training rights included; automated gate plus tiered peer review.
Why can't labs just buy demonstration data today?
Public teleop data is ~20K hours, monotonous, and mostly not commercially licensable. Frontier demand dwarfs it. ActiScale closes the gap: refined human demonstration data, licensed by the hour.
What you get
What are the four ways to get ActiScale data?
Catalog datasets
Off-the-shelf, rights-cleared sets by activity domain. Sample first, then license by the hour.
Custom collection
You specify tasks, environments and rejection criteria. We commission the community and deliver to spec — 100 to 5,000 hours.
Continuous data feed
A subscription stream of fresh, QC'd data that keeps your pretraining corpus growing.
Licensing & API
Enrichment layers, exclusivity windows, and programmatic access.
How much does demonstration data cost?
Quality engine
Quality that scales without a management layer.
An automated gate plus a tiered peer-review marketplace. Only work that passes is paid — and only work that passes is shipped.
Rights & compliance
Data you can actually train on.
Consented at source, provenance-tracked, commercial training rights included.
What format is the data delivered in?
- ✓LeRobot — packaged, ready to load.
- ✓RLDS — TFDS-compatible shards.
- ✓Raw — MP4 + JSON metadata sidecar.
Frequently asked questions about ActiScale data
What formats do you deliver?
LeRobot, RLDS, or raw MP4 with JSON metadata. We'll match your loader.
How do you guarantee quality?
An automated gate plus tiered peer review. Rejection criteria are agreed up front and enforced per clip.
Can we commission specific tasks or environments?
Yes — custom collection runs from 100 to 5,000 hours against your spec.
Are the training rights clean?
Yes. Consented at source, provenance-tracked, commercial training rights included. Exclusivity is available.
How fast can we get 1,000 hours?
Weeks, not quarters — depending on how narrow the task spec is.
Can we see a sample first?
Yes — we send a free evaluation slice before any commitment.
Need demonstration data?
Book a 30-minute data review. We'll scope your task taxonomy and send a free sample slice.
Request a free sample slice