Anywhere your model needs.

We take projects worldwide and figure out the logistics. Our specialty is Southeast Asia: hundreds of millions of people, hundreds of languages, and streets, homes, and workplaces that look nothing like the data most models are trained on.

Why local data Home base Coverage Local rules

Your model hasn't seen enough of the world.

Why it matters

Most public training data comes from North America and Europe. Models trained on it stumble on how everyday life looks and sounds everywhere else. We go and get that data, wherever it lives.

  • Home base
  • By project
  • Business presence
( SIGNAL 01 )Different streets

Dense motorbike traffic, mixed lanes, street vendors, and informal parking that driving and mapping models rarely see.

( SIGNAL 02 )Different homes and work

Open kitchens, outdoor cooking, hand tools, markets, and small workshops that home and industrial robots will need to handle.

( SIGNAL 03 )Different speech

Regional languages, local accents, and everyday code-switching between Indonesian, local languages, and English.

Indonesia is home base. Asia is our backyard.

We're based in the world's fourth most populous country, with more than 700 languages, and within a short flight of Singapore, Bangkok, Manila, Seoul, Tokyo, and Mumbai. When a project needs another country, we go.

EnglishIndonesianJavaneseMalayTagalogVietnameseThaiKoreanJapaneseHindiArabicTurkish
( Greeting · English )

Hello, how are you?

English

Environments we can film and record

  • ENV 01Megacity streets, traffic, and transit
  • ENV 02Homes, apartments, and family kitchens
  • ENV 03Markets, shops, restaurants, and workshops
  • ENV 04Farms, ports, and rural life
  • ENV 05Factories, warehouses, and job sites
  • ENV 06Offices, cafés, and co-working spaces

Where we collect

Send us any location. Here's how we cover it today.

  • IndonesiaHome baseOur own team recruits, briefs, and supervises contributors.
  • Rest of IndonesiaBy projectSumatra, Sulawesi, and beyond, scoped for each request.
  • Malaysia, Philippines, Vietnam, ThailandBy projectSet up through local partners when a project calls for it.
  • Korea, Japan, Taiwan, IndiaBy projectScoped through local partners and our own field coordinators.
  • Dubai & United StatesBusiness presenceClient meetings and projects scoped case by case.
  • Anywhere elseBy projectTell us where. We recruit contributors remotely or through local partners, and say up front if we can't do it well.

Need data from somewhere new?

Tell us the country, the language, or the setting. We'll come back with a scope and a pilot proposal.

Request a pilot