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Real-world data from places other datasets don't reach.

runs on-the-ground data collection in Nigeria for robotics and physical-AI teams: egocentric video, collected to your spec, with consent and QC handled locally.

Email us How a pilot works

What we do

  1. Field collection to your spec.

    We use your capture protocol and hardware, or standard head-mounted phone rigs, and recruit contributors who fit the task.

  2. Consent and compliance on the ground.

    Every contributor is vetted in person and signs a written consent and data-rights release. We follow Nigeria's Data Protection Act 2023.

  3. QC and local payments.

    We review footage against your spec before delivery and handle contributor payments locally.

Why us

  • New geography.

    West African homes, workshops, factories, and markets are thin in today's datasets.

  • People platforms don't reach.

    Mechanics, artisans, drivers, factory and technical-school workers, many of whom will never sign up on a gig app.

  • Local operators, not a sign-up link.

    We recruit through people we know and check contributors face to face.

  • Languages.

    Our team speaks English, Nigerian Pidgin, and Mandarin.

What we collect

  • Egocentric (first-person) video of real work: workshops, trades, factory tasks, household tasks
  • Task and environment metadata
  • Basic annotations on request (task segments, success/failure labels, language descriptions)

Need something else, such as wrist cameras or a specific task list? Tell us the spec.

How a pilot works

  1. You send a spec: the tasks, hours, format, and acceptance criteria.

  2. We recruit and brief contributors and confirm consent.

  3. We collect and QC against your acceptance criteria.

  4. You review a sample before the full delivery. You pay for accepted hours.

We suggest starting small: about 10 hours from 5 contributors.

Team

Li Junyi (LJ)

Co-founder

Grew up in Nigeria. Speaks English, Nigerian Pidgin, and Mandarin.

Keming Jiao (KJ)

Co-founder

Based in the San Francisco Bay Area, with collection operations in Nigeria.