EGOCENTRIC DATA FOR PHYSICAL AI
Real hands.Real work.Real life.
Training data for Robotics, captured from the point of view of the person doing the work.
We source, coordinate and quality-check first-person video of genuine work in homes and in commercial and industrial workplaces, through vetted partners across Asia, Africa and Latin America.
Own POV footage? Submit it for licensing review- Real homes and real workplaces
- Verified partners, not anonymous crowds
- Consent and permission on every recording
Sample footage
Real work, seen through the worker's eyes
Example first-person footage across the home and workplace categories we cover.
Operating a machine press
Manufacturing and fabrication
Slicing cucumber
Homes and household tasks
Chopping peppers
Restaurants and commercial kitchens
Soldering a circuit board
Manufacturing and fabrication
Folding towels
Homes and household tasks
Pouring latte art
Hotels and hospitality
Picking drinks from a fridge
Retail and commerce
Cutting with a mitre saw
Carpentry and woodworking
Washing dishes
Homes and household tasks
Wiring a machine panel
Plumbing, HVAC and electrical
Halving an avocado
Homes and household tasks
Servicing an engine part
Automotive services and repair
Unboxing a delivery
Warehousing and logistics
Operating a machine press
Manufacturing and fabrication
Slicing cucumber
Homes and household tasks
Chopping peppers
Restaurants and commercial kitchens
Soldering a circuit board
Manufacturing and fabrication
Folding towels
Homes and household tasks
Pouring latte art
Hotels and hospitality
Picking drinks from a fridge
Retail and commerce
Cutting with a mitre saw
Carpentry and woodworking
Washing dishes
Homes and household tasks
Wiring a machine panel
Plumbing, HVAC and electrical
Halving an avocado
Homes and household tasks
Servicing an engine part
Automotive services and repair
Unboxing a delivery
Warehousing and logistics
Cooking at home
Homes and household tasks
Tamping espresso
Hotels and hospitality
Setting a machine dial
Manufacturing and fabrication
Inspecting a circuit board
Manufacturing and fabrication
Washing up with gloves
Homes and household tasks
Stirring a pan
Restaurants and commercial kitchens
Folding clothes
Homes and household tasks
Driving screws
Manufacturing and fabrication
Pouring eggs into a pan
Homes and household tasks
Winding wire
Plumbing, HVAC and electrical
Packing away a charger
Homes and household tasks
Dosing ground coffee
Hotels and hospitality
Heat-sealing a part
Manufacturing and fabrication
Cooking at home
Homes and household tasks
Tamping espresso
Hotels and hospitality
Setting a machine dial
Manufacturing and fabrication
Inspecting a circuit board
Manufacturing and fabrication
Washing up with gloves
Homes and household tasks
Stirring a pan
Restaurants and commercial kitchens
Folding clothes
Homes and household tasks
Driving screws
Manufacturing and fabrication
Pouring eggs into a pan
Homes and household tasks
Winding wire
Plumbing, HVAC and electrical
Packing away a charger
Homes and household tasks
Dosing ground coffee
Hotels and hospitality
Heat-sealing a part
Manufacturing and fabrication
Clips marked Stock are licensed stock footage used for illustration. Full project footage is shared with clients under NDA.
What we do
Collection, licensing and the network behind it
01
Fresh commercial POV collection
New first-person recordings of workers performing genuine tasks in their normal home or workplace, captured with a head-mounted smartphone.
- Real homes and real commercial and industrial sites
- Natural, purposeful tasks
- Hands and fingers clearly visible
- Household or workplace permission and participant consent required
- Reviewed for quality before acceptance
02
Existing dataset licensing
We review previously recorded first-person footage for non-exclusive commercial licensing.
- Verified origin, consent and right to license onward
- Category and quality review before any offer
- Kept fully separate from fresh collection, never presented as newly recorded
03
Partner network and operations
We qualify and coordinate regional collection partners so you work with one accountable team.
- Vendor qualification and onboarding
- Site permission and consent checks
- Collection coordination and quality control
- Delivery of reviewed footage
Environments
Environments we capture
Homes, plus commercial and industrial workplaces, across 15 categories.
- Homes and household taskscooking, dishwashing, laundry folding, cleaning, tidying
- Plumbing, HVAC and electrical
- Construction
- Automotive services and repair
- Restaurants and commercial kitchens
- Carpentry and woodworking
- Manufacturing and fabrication
- Warehousing and logistics
- Retail and commerce
- Commercial cleaning and janitorial
- Food and beverage production
- Hotels and hospitality
- Agriculture and landscaping
- Event venues
- Salon, spa and pet services
POV DATA
First-person data, from every angle
Head-mounted capture, hands at work, and the views physical AI learns from.
- Hands preparing food on a wooden board
- Hands shaping clay on a pottery wheel
- Hands repairing a motorbike
- Mechanic's hands at work on a bike
- Hands cutting meat in a kitchen
- Hands repairing a carburetor
- Gloved hand draining oil under a vehicle
- Gloved hands assembling a food bowl
- Hands working on engine wiring
- Hands repairing an engine
- Hands washing a plate at a sink
- Hands washing a bowl
- Hands washing dishes at a kitchen sink
- Hands cleaning a plate in a kitchen
- Hands scrubbing a bowl under running water
- Hands using hand tools
- Hand servicing a motorbike chain
- Cooking in a kitchen
- Hands plating a dish
- Hands dusted with flour
- Hands washing tomatoes in a sink
- Taking laundry out of a washing machine
- Loading laundry from a basket
- Hands placing folded towels in a drawer
- Gloved hands fitting a car tyre
- Hand guiding a grinder with sparks
- Hands loading sheets into a washing machine
- Hands stacking folded clothes on a shelf
- Chef's hands carving meat at a buffet
Drag in any direction to explore. Click an image to open it.
How it works
Two paths, one process
STEP 1
Tell us what you need
Categories, volume and regions.
STEP 2
We match qualified partners
Vetted regional partners with access to the right homes and workplaces.
STEP 3
Pilot collection and quality review
A first batch so you can check footage before scaling.
STEP 4
Scaled delivery of reviewed footage
Footage is reviewed before it reaches you.
Standards
Recording standards
Accepted
- First-person view from a head-mounted smartphone, angled down toward the hands
- Minimum 1080p
- Hands and fingers visible when handling objects
- Stable footage, good lighting, clean lens
- Real tasks performed naturally, no staging
Not accepted
- Chest-mounted, handheld or third-person footage
- Filming customers or anyone who has not consented
- Documents, screens or restricted areas
- Recording without the required permission and consent
Detailed technical requirements are provided to approved partners during onboarding.
Regions
Regional partners, global delivery
We work with partners across Asia, Africa, and Latin America. Eligibility varies by project.
Asia
Partner coverage across Asia.
Africa
Regional partners with access to commercial and industrial sites.
Latin America
Collection teams working in a range of workplace categories.
For collection vendors
Paid collection work for your teams, based on approved recording hours under a written agreement.
Applying does not guarantee project allocation. Work is assigned after qualification and approval.
Apply as a vendor partnerFor dataset owners
License existing POV footage after origin, consent and rights review.
Submit a dataset