Data for robotics & embodied AI
We capture how people do things. First-person demonstrations of real-world tasks, shaped around your robotics and embodied AI projects.
Human demonstration
01 / First-person perspective
02 / Domestic & industrial settings
03 / Tailored to your project
Collection environments
Robots need to understand the world people actually live in. We collect human demonstrations across everyday settings, tailored to the tasks your model needs to learn.
01 / Domestic data
Capture how people handle familiar objects, move through spaces, and complete household routines.
02 / Industrial data
Human skills in workshops, factories, and service workplaces. Tools, materials, and physical tasks in context.
Examples from our Kenya collection environments. Your project defines the setting.
The collection approach
Good data starts with a clear brief. We work with you to shape a collection around your research goals, task requirements, and real-world settings.
Tell us what your model needs to learn. We discuss the activities, intended use, capture requirements, and timeline.
Identify suitable environments and participants for your tasks. Agree the scope, consent, privacy, and on-site requirements before capture.
Collect first-person demonstrations of the agreed activities. Review the collection against your brief and discuss the next iteration.
For collection partners
Turn your team’s practical skills and working environment into paid data collection opportunities. Help robotics learn from the activities you already know well.
Run a workshop, service business, or research facility? Let’s explore how your setting and people could take part in a collection project.
Discuss earning opportunitiesOpportunities depend on project fit. Participation and payment terms are agreed for each project.
A conversation, not a commitment
Explore paid collection projects using the environment and practical skills you already have.
Discuss suitable activities, access, and scheduling before deciding whether a project works for you.
Contribute real human demonstrations that help robotics teams understand everyday work.
Our collection network
We collect in Germany and Kenya, matching the setting to your project. We welcome local businesses, research organizations, and collection partners.
Human demonstrations in domestic and workplace environments, with opportunities for local collection partners and organizations.
Discuss a local partnershipOur flexible workforce captures everyday skills in homes and workplaces, with activities shaped around your requirements.
Discuss a local partnershipEgocentric means first-person: demonstrations captured from the perspective of the person performing a task. This helps robotics and embodied AI teams understand how people interact with objects and environments.
We collect in Germany and Kenya, across domestic and industrial environments. The right location and setting depend on the activities and context your project requires.
Yes. Start with your tasks, intended use, preferred environments, capture requirements, and timeline. We can then discuss an appropriate collection scope. Formats, equipment, and review criteria are agreed for each project.
We welcome discussions with organizations in Germany and Kenya that can offer relevant settings, practical skills, or collaboration opportunities. Share where you operate and what activities take place in your environment.
Partners can explore paid collection opportunities that match their setting and skills. Compensation depends on the project scope and participation requirements; payment terms are agreed before work begins. Contact us to discuss a suitable opportunity.
Participant consent, privacy expectations, site permissions, and data-use requirements need to be scoped before collection. Contact us to discuss your organization’s requirements and the proposed collection context.