A verified supply network for robotics video data, annotation, and QA.
HumanoidLayer is not a bounty board. Contributors are reviewed around capability, rights, sample quality, annotation skill, QA reliability, and fit for buyer data briefs.
Buyers can source through the network
Robotics teams can search datasets first, or open a structured brief and let HumanoidLayer match verified contributors.
Dataset providers
Own or collect robotics data and can submit source links, large files, samples, license context, and capture setup.
Data collectors
Respond to buyer briefs and collect task-specific robotics video or robot demonstrations under a scoped protocol.
Annotators
Label objects, actions, task phases, scene context, success/failure states, and format metadata inside the platform.
QA reviewers
Check annotation quality, license/source fields, sensitive-content flags, and buyer-ready delivery criteria.
Mock verified contributor directory
This is the future marketplace surface for outbound buyer requests, contributor proposals, sample review, and platform-managed contracts.
Maya Chen
United States / Warehouse egocentric workflows
QA score
82/100
Capacity
10-20h/week
R. Alvarez
Spain / Robot arm tool use
QA score
78/100
Capacity
pilot only
J. Okafor
Canada / Kitchen manipulation demos
QA score
94/100
Capacity
20h/week
Contributor proposals
When a buyer opens a data brief, contributors can respond with scope, sample links, timeline, and pilot pricing. HumanoidLayer keeps QA and contract workflow in the middle.
Maya Chen
Provide warehouse picking, scan, sort, and exception clips with daily QA samples.
Estimate
$18K pilot
Timeline
4 weeks
Scope
120h first batch
R. Alvarez
Capture six-axis arm tool-change demos and export raw HDF5 plus LeRobot conversion notes.
Estimate
$12K pilot
Timeline
3 weeks
Scope
40h pilot
Reviewed before paid work
Qualified dataset submissions may receive a limited review bonus after verification. Paid collection, annotation, and QA work should depend on contributor approval, buyer demand, sample quality, and clear rights.