Western commercial environment · Retail & Consumer Goods

Retail Floor Set Egocentric Data Collection

First-person video of real retail floor set work in Western commercial settings, recorded to one written spec, consented, anonymized and QA-checked before it ships.
Sector
Retail & Consumer Goods
Tasks listed
12
Status
12 available on request
Capture
Multiview rig + handheld grippers

Environment

What does the retail floor set environment cover?

Typical settings: Shelving, a checkout, a garment rail and a pack bench. Each recording shows the worker's hands, tools and the objects they handle from their own point of view, in the layouts and with the equipment used in Western retail & consumer goods work.

The environment sits in the Retail & Consumer Goods sector of the commercial catalog. A spec can take the listed tasks as-is, narrow them, or add tasks the list does not name.

Tasks

Which retail floor set tasks can be captured?

Every task in the catalog for this environment, with its skill level and current status.

Retail Floor Set tasks available for egocentric capture
TaskWhat is recordedSkillStatus
Assemble promo displayBuild a small promotional display.EasyAvailable on request
Bag groceriesBag groceries by weight and fragility.MediumAvailable on request
Fold + stack apparelFold garments and build a stack.MediumAvailable on request
Hang + size-order railHang garments in size order.EasyAvailable on request
Pick + pack orderPick items for an order and pack.EasyAvailable on request
Price-tag itemsAttach price tags/labels.EasyAvailable on request
Process a returnInspect, re-tag, and re-shelve a return.EasyAvailable on request
Reset fitting roomRe-hang and tidy a fitting room.EasyAvailable on request
Restock display caseRestock a chilled display case.EasyAvailable on request
Scan + bag at checkoutScan items and bag by type.EasyAvailable on request
Shelf restock + faceRestock a shelf and face products.EasyAvailable on request
Unbox + stage stockOpen a carton and stage stock.EasyAvailable on request

Capture setup

How is retail floor set work captured?

Capture setups used in the retail floor set environment
SetupHow it worksTasks
Multiview rig + handheld grippersA staged working set recorded by a multiview rig while the operator performs the task with handheld grippers, so demonstrations map onto a robot end effector.12

On the rig tier, every stream is aligned to a shared clock and checked at the sync gate before an hour is billed. See capture for the hardware.

Status

What does each status mean?

Catalog status definitions
StatusMeaningTasks here
Active collectionRecording in this environment is running now, so a spec can join an existing capture stream.0
Ready to deployContributors and site access are set up; capture starts once a spec is signed.0
Available on requestScoped and recruited to spec when a buyer asks for it.12

Western markets

Which Western markets are recruited for retail floor set capture?

Contributors are recruited to spec in Western program markets, so the footage reflects how this work is done in North American and European businesses. Country pages list the legal basis and status for each market.

Delivery

How is the data delivered?

Footage is delivered in RLDS, LeRobot, WebDataset, HDF5, zarr and Rerun .rrd, mapped to the canonical episode schema, under a buyer-owned commercial licence. See delivery formats, sample data outputs and how to scope a custom collection.

FAQ

Retail Floor Set egocentric data, answered.

What retail floor set tasks can Firsthand capture?
12 listed tasks, including assemble promo display, bag groceries, fold + stack apparel, hang + size-order rail. Tasks outside the list can be added to a spec.
What does "Western" mean for this environment?
The settings, equipment, packaging and signage found in North American and European retail floor set work, recruited in program markets such as United States, Canada, United Kingdom, Germany.
How fast can collection start?
A median of 48 hours from signed spec to first validated batch where coverage is deep. Tasks marked available on request are recruited first, and the timeline is quoted against the spec before capture begins.
Is the footage consented and anonymized?
Yes. Releases are collected before capture, and faces, licence plates and screens are detected and blurred, with a human review step, before footage is delivered.
Who owns the data?
Delivery is under a buyer-owned commercial licence. Pricing is quoted per engagement and billed per validated hour, meaning footage that passed sync and QA against your spec.

Need retail floor set footage for your model?

Tell us which tasks your model is missing. We quote reach, timeline and price against one written spec, starting with a Spec Pilot.