// For robotics and AI labs
Real-world skill data,
verified by the trade.
First-person hours of expert work across ten fields, structured for robotics and world-model training.
// The Verified Expert Hour
One hour of real work, ready to train on.
Labs pay for accepted hours only: usable, rights-cleared and labelled. Load only the layers you need.
Primary formatLeRobotParquet + MP4
Also availableRLDS · HDF5 · MCAPOn request
DocumentationFullDataset card, schema, rights package
// Layers, stored as separate time-aligned files next to each video
- Episode and task metadataTrade, task, site type, camera, durationCore
- Step segmentationEach task split into timed, labelled stepsCore
- Success or failure, with reasonOutcome of each step, checked by an expertCore
- Narration and descriptionsWhat the worker says and does, in plain languageCore
- Object and tool tracksEvery tool and material followed through the hourStandard
- Hand and body pose2D and 3D hand and body keypointsPremium
- Contact and interactionWhen hands and tools touch the work, and howPremium
- Depth and 3D structureScene depth and camera motionOptional
- Safety and PPE tagsHard hats, gloves, harnesses and hazards on screenConstruction
// Library access
Three ways to buy.
Prices are set per field and volume. Ask for a sample first.
Per hour
From US$40 / hr
License single verified hours from the library.
Library access
Quoted per field
Ongoing access to a field or the full library, refreshed monthly.
Custom brief
Scoped per brief
We record exactly the task your model needs.
// Sample
Request a sample hour.
See exactly what you get before you buy. Or skip ahead and post a brief.