VideoAvailableCommercial

Retail and Warehouse

Shelf facing, restocking and box handling from the worker's view.

Hours: 121; of reviewed data
clips: 9.8k; 9,800 in total
Countries: 11; contributor locations
Annotations: 3; labels per item
Open bounties: 1; feeding this set
License from: $16,000; Commercial

About this set.

Pick-and-place in real stores and stockrooms with visible labels and packaging variety.

Use cases

Warehouse automation
Retail robotics

pick-and-placeretail

Annotation schema. One JSON record per item.

Field	Type	Description
Item
`id`uuid	uuid	Stable item ID, unchanged across refreshes
`contributor`string	string	Salted SHA-256 of the contributor wallet, never the address
`task`string	string	Bounty the item was captured against
`captured_at`ISO 8601	ISO 8601	Upload time, UTC
`country`ISO 3166-1	ISO 3166-1	Contributor country, two-letter code
Capture
`duration_sec`number	number	Clip length in seconds
`resolution`string	string	Width x height, 1920x1080 minimum
`fps`number	number	Frame rate, 30 minimum
`audio`enum	enum	Always stripped before delivery
Annotation
`annotations.task_label`enum	enum	Canonical task from the bounty taxonomy
`annotations.sku_visible`boolean	boolean	Product labels readable in frame
`annotations.grasp`enum	enum	Dominant grasp class, GRASP taxonomy
Provenance
`consent`object	object	Consent version and time, recorded per item
`attestation`object	object	EAS attestation UID on OP Mainnet

Schema preview. What one record looks like.

retail-and-warehouse/sample.json

{
  "id": "9e40addf-7918-4a5d-a4a6-2f0e51925cbd",
  "contributor": "sha256:dd0a91105022e41e…593bc3b8",
  "task": "restock-shelf",
  "captured_at": "2026-08-24T16:33:00Z",
  "country": "PL",
  "duration_sec": 39,
  "resolution": "1920x1080",
  "fps": 30,
  "audio": "stripped",
  "annotations": {
    "task_label": "restock_shelf",
    "sku_visible": true,
    "grasp": "power_cylindrical"
  },
  "consent": {
    "recorded": true,
    "version": "2026-06",
    "at": "2026-08-24T16:33:00Z"
  },
  "attestation": {
    "chain_id": 10,
    "uid": "0x223c6db3a4ad5a0c5a7270224816be214d28b04db10a44ed4b944e36d55b9191"
  }
}

Illustrative values in the delivered shape. Contributor wallets are hashed and never shipped.

Bounties feeding this set. Open now.

Shelf restocking
Face and restock a shelf from a box or crate. Show labels turning to the front.
T1Household
$3–$4
per item

License tiers. Priced from this set's listed tier.

Research

Evaluate and publish. Not for products.

Not offered for this set

Non-commercial research and benchmarks
Full items, annotations and per-item JSON
Attestation UID for every item
12-month term, citation required

Commercial

Listed

Train models you ship.

from$16,000

Everything in Research
Train and deploy commercial models
Weights you train are yours to keep
Quarterly refreshes as the set grows

Exclusive

The set is yours alone for the term.

from$48,000

Everything in Commercial
Sole license for 24 months
Withdrawn from the public catalog
Custom bounties to extend it

This set is licensed at its listed tier or above. Final pricing depends on volume, refresh cadence and delivery.

Commercial from$16,000