General Retail
Shelf replenishment, SKU picking, inventory count, sorting and packing across store and back-of-house areas.
shelf replenishment · SKU picking · inventory count · sorting · packing · returns handling · label and scan
High object variety with low tolerance for damage. The same grasp has to work across hundreds of SKU geometries, packaging materials and weights — this is the breadth slice of the corpus rather than the depth slice.
What you get
Licensed by annotation depth. A first engagement usually starts at L1–L3.
- L1–L5 Control Annotation — Full corpus
- 4D Multi-View Ground Truth — 10,000+ hours
- MoCap Kinematics — Millimetre
- 3D Scene & Object Assets — 50,000+ meshes
- Human2Robot Retargeting — 5 end-effectors
Start with existing inventory.
Instead of waiting months for collection.
All hours quoted are captured, refined and in storage — not collection capacity. Where a figure refers to work not yet captured, it is labelled as such.
Hardware-synchronised by default. Delivered in UMI, LeRobot, RDT, Open-X-Embodiment or MOVAS native — to your cloud, your VPC, or air-gapped media. Rights structure published at data rights.