The machine behind every dataset
Numo recruits skilled people in homes, factories, and workplaces, with deep reach across Korea, Asia, and beyond, and puts validated capture hardware in their hands. Numo runs collection runs end to end: open tasks anyone can pick up, and custom data campaigns built to a buyer’s specification. From household kitchens to factory floors, on everything from phones to specialized rigs.
How collection works
Every task starts as a specification: the activity, the environment, the hardware, the acceptance criteria. Some tasks are open to every contributor. Others are private, visible only to a recruited group, and never public at all.
Contributors are matched to distribution targets across task, scene, and person. Devices ship where they are needed, from phone mounts to specialized rigs.
Automated checks and human review run against the acceptance criteria. Anti-fraud systems screen for staged activity, duplicates, and gaming. Clips that fail are rejected.
Payment follows quality control and qualified footage then flows to Poseidon’s processing pipeline.
Open collections or private campaigns
Find your task and get rewarded for your contribution
Pick up a task, capture how you actually do the work, on your phone or on hardware we provide, and get paid for every clip that qualifies. Consent is built in, you choose what to share, and your work is what gets processed.
Campaigns to your specification
Private data collection campaigns built to your specifications run on the same infrastructure end to end: recruiting matched demonstrators through our contributor base, workforce partners, and factory relationships in Korea, across Asia, and beyond; device logistics at scale; QC against your acceptance criteria; receive a sample dataset before you commit to volume. Campaigns can also run inside partner platforms where a workforce already operates with mainstream distribution.
Poseidon’s infrastructure
The hardware fleet
Validated capture devices, from everyday phones with head mounts to specialized rigs, with distribution, support, and returns handled by us.
The quality systems
Acceptance-criteria QC on every clip, anti-abuse and fraud detection, and distribution tracking so a dataset’s balance is measurable, not assumed.
The pro corps
A curated contributor tier, vetted and trained, for collections that need speed and reliability over open crowdsourcing.
The reach
A contributor base across the world, anchored in Korea’s skilled workforces.
How collection becomes a qualified dataset
Every campaign ends in Poseidon’s processing pipeline. Qualified footage is annotated for the reasoning behind each action, synchronized stream by stream, and datasets packaged to be model-ready. Custom data collections go to the buyer who specified them; public slices land in the catalog, where anyone can evaluate them.