Western commercial environment · Hospitality & Events

Hospitality Service Set Egocentric Data Collection

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

Environment

What does the hospitality service set environment cover?

Typical settings: A table, a counter/bar, and a housekeeping/room area. 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 hospitality & events work.

The environment sits in the Hospitality & Events 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 hospitality service set tasks can be captured?

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

Hospitality Service Set tasks available for egocentric capture
TaskWhat is recordedSkillStatus
Check-in handlingHandle documents and room keys.EasyAvailable on request
Clear + bus tableStack dishes, bus, and wipe.EasyAvailable on request
Fold napkinsFold napkins to a set style.MediumAvailable on request
Fold towels + linensFold towels and linens; stack by type.MediumAvailable on request
Make up room beddingChange case and spread cover.MediumAvailable on request
Pour + serve beveragePour a drink and serve to a place.MediumAvailable on request
Prepare + garnish drinkBuild and garnish a bar drink.MediumAvailable on request
Restock amenitiesRestock a minibar/amenity tray.EasyAvailable on request
Set table serviceLay a full place setting.MediumAvailable on request
Sweep a floor areaSweep and collect debris.EasyAvailable on request
Tray assembly + deliveryArrange, carry, and set a tray.EasyAvailable on request
Wipe + reset counterClear, wipe, and reset a counter.EasyAvailable on request

Capture setup

How is hospitality service set work captured?

Capture setups used in the hospitality service 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 hospitality service 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

Hospitality Service Set egocentric data, answered.

What hospitality service set tasks can Firsthand capture?
12 listed tasks, including check-in handling, clear + bus table, fold napkins, fold towels + linens. 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 hospitality service 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 hospitality service 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.