Human to machine symbiosis
Custom real-world data created, annotated and curated with our network of retail users and professionals.

Worldwide network of expert contributors
Verified active contributors across 150 countries, mapped out demographically.
Off-the-shelf datasets
Ready for training
Structured · Labeled · Annotated. Four modalities. One pipeline.


Bespoke collection
In Hours not Weeks
Custom-scoped long-tail data projects priced by modality, volume, coverage, and complexity. End-to-end pipeline. Quote within hours.
Lead the new
Machine Economy
Join Hub's verified network of small and medium businesses. Turn dead time between jobs into income that trains the next generation of AI models.
Across 10 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 · privacy-first capture
- Creative Studios27+capturing
- Pharmacies4+
- Medical Clinics3+
- Hairdressers & Salons9+
- Cafés & Bakeries8+
- Independent Restaurants7+
- Wood Workshops6+
- Warehouses5+
- Production Facilities3+
- Schools & Nurseries1+
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.