Hub.xyz

Multimodal data lab
for physical AI

Hub's mission is to bring embodied AGI closer through real-world data and research.

Frontier labs and top-3 robotics companies run on Hub data.

Greek statue — etching
Network

Global network of
expert contributors

150,000+ active contributors and 730+ commercial sites across 150 countries.

live captures · streaming from the field
Pipeline

Frontier datasets,
for frontier labs

One pipeline · Captured · Enriched · Annotated · QA'd

Real-world data

RGB-D

Egocentric human data in commercial and residential environments: calibrated stereo RGB with dense metric depth, synced IMU, 6-DoF VIO, and 3D hand pose.

  • 540,000+hrs captured
  • 10,000+environments
RGB+IMU
3D Metric Depth
Dataset 02 / 04

Image

Raw and edited image pairs with pixel-level QA, sourced across the Hub network and refined by our expert community and 100+ professional studios.

  • 2.4Mframes
  • 38verticals
Edited photograph — subject removed
Raw photograph — four people, removal target boxed
Raw
Edited
Dataset 03 / 04

Video

Object and hand tracks, temporal action segmentation, and dense scene captions. Frame-accurate for learning physical dynamics.

  • 270kclips
  • 78k hrsduration
Dataset 04 / 04

Audio

Multilingual field recordings with speaker diarization, language and accent tags, and per-utterance emotion labels.

  • 80k hrsaudio
  • 47languages
  • 48 kHzsample
ENPull it the moment it goes gold.
ESBaja el fuego antes de que se queme.
Sample Rate 48 kHzBitrate 320 kbpsLanguage EnglishChannels 2ch · stereo
1 / 4
Custom collection

Bespoke collection
in hours, not weeks

Input your hardest data needs. Hub matches commercial environments and individual contributors, enforces diversity caps, and starts delivering within hours.

Request a Datasetend-to-end · you never touch the pipeline
00:00
SOW ingested
Modality, volume, diversity caps parsed.
00:42
Quote generated
Itemised by modality, volume, and spec.
02:15
Network matched
10k environments, 150k contributors.
08:30
First samples in your S3
Frame-level QA. Approve before full run.
36:00
Delivery complete
MCAP, LeRobot, or your format.
Commercial environments

Lead the new
Machine Economy

Join Hub's verified network of small and medium businesses. Turn work time into extra income that trains the next generation of AI models.

Verified commercial sites
730+

Across 100+ industries. Every shop on the network is verified, contracted, and capture-ready, turning the long tail of physical work into training signal.

partner SLAs · revenue share

  • Farms120+capturing
  • Warehouses60+
  • Construction Sites80+
  • Restaurants90+
  • Auto Repair & Tire70+
  • Hotels & Lodging40+
  • Pharmacies20+
  • Wood Workshops30+
  • Commercial Cleaning40+
  • Metal Fab & Welding30+
Community

Join the Community

Network with skilled experts and talented individuals. We host weekly workshops, contests and challenges to expand your horizons and access more rewarding tasks.


Born too late to explore the Earth, too early to explore the stars.

Born just in time to solve embodied AGI.