Retail Services
Store operations recorded from the worker's point of view.
This data is in stock, but its de-identified public sample isn't published yet. Request a quote and we share the scenario list, measured capture specs and sample clips directly.
Representative scenarios
Typical tasks in this category. The exact scenario list, hours per scenario and capture specs are confirmed in your quote.
Shelf Restocking and Facing
Unpacking cartons, placing products on store shelves and pulling them forward to face the aisle.
Checkout Scanning and Bagging
Scanning items at the till and packing them into bags in a sensible order.
Fresh Produce Handling
Sorting, weighing and arranging fruit and vegetables — fragile, irregular and deformable items.
Garment Folding and Display
Folding, hanging and tagging clothes for display tables and racks.
Overview
Retail is one of the next large deployment markets for service robots and in-store AI assistants. This dataset contains egocentric recordings of retail service work made in real stores.
Public sample clips for this category are being prepared. Until they are published, the scenario list, capture specs and samples are shared directly with buyers after a quote request — nothing on this page is presented as measured until it has been.
Environments
- Retail stores
Built for
- Service-robot and humanoid pretraining for store environments
- Egocentric video understanding in retail settings
Licensing & availability
| Inventory | 120,000 hours · indicative — exact hours confirmed in writing in your quote |
|---|---|
| Non-exclusive licence | Yes — default for all in-stock hours |
| Exclusive licence | On request, subject to existing licences |
| Commercial model training | Included |
| Custom top-up collection | Available when you need more than stock or a new scenario |
| Annotation | Hand pose, action segments, narration — quoted per project |
| Privacy | Samples de-identified before publication; delivery screening per licence terms |
| Delivery | Original-quality MP4 + per-session metadata, to S3 / GCS / Azure or physical drives |
FAQ
Why is there no sample video on this page yet?
The data is recorded and in stock, but public de-identified samples for this category are still being prepared. Request a quote and we share samples and the scenario list directly.
How is retail data priced?
Like every dataset: $35/hour for complex scenarios and $25/hour for standard ones. The per-scenario price is confirmed in your quote.
