Which North America countries can Firsthand collect egocentric data in?

The commercial program has country pages for United States, Canada and Mexico. Recruiting runs worldwide, so a country not listed here can still be scoped against a spec.

Is there a legal basis on file for North America?

Yes for United States (CCPA / CPRA), Canada (PIPEDA) and Mexico (LFPDPPP). For the other countries the legal basis is confirmed per engagement and written into the spec before capture starts.

Can one spec cover several countries?

Yes. Multi-country specs are normal: one written spec sets the tasks, environments, capture tier, annotation depth and accept criteria, and each country is quoted for reach and timeline against it.

What does "commercial" collection mean here?

Recordings are made in commercial settings only: retail floors, warehouses, commercial kitchens, automotive service bays and tool-use and assembly work. Household and home-routine footage is outside this program.

Is the footage anonymized?

Faces, licence plates and screens are detected and blurred in the anonymization pipeline, with a human review step, before footage is delivered.

What formats is the data delivered in?

RLDS, LeRobot, WebDataset, HDF5, zarr and Rerun .rrd, each with the same canonical episode schema, so footage from every country in a program loads the same way.

How much does collection cost?

Pricing is quoted per engagement rather than from a rate card, and billing is per validated hour: footage that passed sync and QA against your spec. See the pricing page for how quotes are built.

Commercial collection · Region

Egocentric Data Collection in North America

First-person video of real commercial work across North America, recorded to one written spec, consented, anonymized and QA-checked before it ships.

Countries: United States, Canada and Mexico
Legal basis on file: CCPA / CPRA · PIPEDA · LFPDPPP
Settings: Commercial only
Start: Spec Pilot

Definition

What does egocentric data collection across North America mean?

Egocentric data is video recorded from the point of view of the person doing the work, with their hands, tools and the objects they handle in frame. Regional collection runs that capture across several countries under one spec, so a model sees the same tasks performed in different markets rather than in one.

Packaging, tools, store layouts and work habits differ between countries even inside one region. A model trained on a single country's footage quietly overfits to it. Spreading a spec across North America is how a program widens that variation on purpose, while the spec, the QA gates and the delivery schema stay fixed.

Countries

Which North America countries are in the program?

Each row links to the country page. Status and legal basis come straight from the published coverage data.

Commercial egocentric collection countries in North America
Country	Status	Legal basis	Listed environments
United States	Legal basis on file	CCPA / CPRA	Kitchen & food prep, Warehouse & logistics, Automotive service
Canada	Legal basis on file	PIPEDA	Warehouse & logistics, Retail & shelf ops
Mexico	Legal basis on file	LFPDPPP	Automotive service

"Legal basis on file" means the consent framework is documented in the provenance section. "Listed capture country" means the country is published as a capture country without a documented basis yet. "Recruited to spec" means contributors are sourced when a spec asks for it.

Commercial settings

Which commercial environments are listed in North America?

Environments that are not listed for a country are still recruited to spec; listed ones are where a spec can usually start fastest.

Commercial environments by listed country in North America
Environment	What is recorded	Listed in
Retail & shelf ops	Shelf stocking, facing and store-floor tasks, recorded first-person with the hands in frame.	Canada
Warehouse & logistics	Picking, packing and handling work, recorded first-person with the hands in frame.	United States, Canada
Kitchen & food prep	Commercial kitchen and food-prep work only under this program, not home kitchens.	United States
Automotive service	Service-bay tasks, recorded first-person with the hands and tools in frame.	United States, Mexico
Tool use & assembly	Hand-tool and assembly procedures, recorded first-person with the hands and tools in frame.	Recruited to spec in every country

See the full catalog of commercial environments and tasks.

Multi-country

How does a multi-country spec work?

01 · Brief the gapTell us the tasks, commercial settings and which North America countries you need.
02 · Approve one specTasks, environments, capture tier, annotation depth and accept criteria apply to every country; each country is quoted for reach and timeline.
03 · Run a Spec PilotA small, fast first batch that proves the spec and QA bar hold on real footage before volume scales.
04 · Scale by countryCountries scale against the same spec, with on-demand top-ups afterward.

A median of 48 hours from signed spec to first validated batch where coverage is deep. Where coverage is thin, the timeline is quoted against the spec before capture begins.

Is the QA bar the same in every country?

Gates every recording passes, in every country, before it is billed
Gate	What is checked	If it fails
Spec fit	The take shows the task, environment and conditions the spec asked for	Rejected and recaptured
Consent	A signed release exists for every person in the manipulation region	Rejected; never shipped
Sync	Streams are present and aligned to the shared clock (rig tier)	Rejected and recaptured
Anonymization	Faces, plates and screens redacted and human-reviewed	Held until redaction passes
Billing	Only validated hours are invoiced	Rejected hours are never billed

Yes. The gates do not change by country, which is what makes footage from several markets comparable inside one training set. Anonymization is documented on the anonymization page.

Delivery

What is delivered, and in which formats?

Footage from every North America country 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 pricing.

FAQ