Open a robotics data brief and let the supply network respond.
Robotics teams can specify the data they need, the collection format, annotation requirements, license posture, and budget. HumanoidLayer turns that demand into contributor matching, annotation, QA, and delivery operations.
Briefs
2
Proposals
2
Workflow
contract-ready
What buyers can request
A brief is more specific than a contact form. It becomes the demand object that drives contributor matching, annotation scope, QA, and contract workflow.
500 hours of egocentric warehouse picking video with object/action labels
RGB-D kitchen manipulation demonstrations in LeRobot format
Bimanual tool-use teleoperation clips with phase segmentation
Human hand-object interaction video with QA-reviewed affordance tags
Two routes for buyers
Search existing buyer-ready datasets in the marketplace, or open a brief when the data does not exist yet.
Create data brief
Describe the robotics data your team is ready to contract for. This creates a manual operations record in the MVP.
Current mock data briefs
These examples show how buyer demand becomes structured enough for contributor matching and QA-managed delivery.
Warehouse exception handling video set
Northstar Robotics / $25K - $75K
Modalities
video, metadata, language
Embodiments
human POV
Environment
warehouse, loading dock
Format
WebDataset
Annotations
object labels, action phases, success/failure tags, PII review
Bimanual tool-use teleoperation pilot
Mantle Physical AI / $10K - $25K
Modalities
video, actions, proprioception
Embodiments
bimanual arm
Environment
lab, workbench
Format
LeRobot
Annotations
temporal segmentation, tool state labels, QA validation
Brief workflow
The operating path from buyer need to delivered robotics data.
Buyer defines demand
Task, modality, embodiment, environment, format, budget, license needs, and annotation requirements.
Network is matched
Verified providers, collectors, annotators, and reviewers can be invited to propose scope or samples.
QA is built in
HumanoidLayer manages annotation tasks, review decisions, quality scoring, and delivery readiness.
Contract through platform
The buyer receives a scoped proposal, delivery plan, and platform-mediated data workflow.