Research

Hub Labs

Which data, and which deployments, make robots learn fastest.

Enter Hub Labs

Deployment

Hub Deploy

Real places, trained operators, robots at work.

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Hub Deploy

Deployment velocity
for physical AI.

We reach real workplaces, record how people do the work, train the operators who run robots, and put robots to work, fast.

A field operator picking strawberries in a greenhouse, a head rig on

A mechanic working under a car bonnet, wearing a head rig

A kitchen crew and Hub operators with head rigs, all smiles

A humanoid robot hanging from a support gantry in a workshop

A Hub teammate and an auto workshop team holding a giant Hub cheque

A Hub field team on a farm hillside in Brazil, head rigs on

A factory worker with a cap-mounted camera, pointing across the floor

Two people holding UMI grippers at a robotics event

A farmer picking strawberries in an open field, a head rig on

Deploy with Hub Request a dataset

500,000+: KYC'd contributors
6h: daily average recording (top 20% contributors)
680+: tasks catalogued

What you get from Hub

Data, operators and robots,
in the real world.

On-policy data collection

RGB-D / 2-cam / 6-cam stereo

Teleoperation

Hand tracking

UMI grippers + tactile

Network

The most diversified network
of data operators

Robots run remotely by trained operators, on real sites, at real speed.

Start deploying with Hub Request egocentric data

7,300+ verified commercial sites
across 100+ industries

Food & beverage

Café & barExample tasks
- Pull espresso shots
- Steam milk and pour
- Barista workflows
Catering & event kitchenExample tasks
- Banquet plating
- Bulk food prep
- Event setup and breakdown
Quick-service kitchenExample tasks
- Fryer and grill
- Order assembly
- Counter service and packaging
Food & beverage plantExample tasks
- Filling line operation
- Packaging & sealing
- Foreign-object inspection
Restaurant kitchenExample tasks
- Line cooking
- Knife work
- Dishwashing
Food-prep kitchen setExample tasks
- Peel and chop vegetables
- Knead and roll dough
- Load the dishwasher

Retail & consumer goods

Grocery & supermarketExample tasks
- Shelf restocking
- Checkout and bagging
- Produce handling
Retail floor setExample tasks
- Pick and pack an order
- Fold and stack apparel
- Price-tag items
Store back of houseExample tasks
- Backroom organization
- Damaged-goods sorting
- Price tags & signage
Store front of houseExample tasks
- Checkout and returns
- Fitting room reset
- Merchandising and facing

Logistics & warehousing

Last-mile deliveryExample tasks
- Parcel delivery
- Courier pickup and drop-off
- Postal sorting
Warehouse & distribution centerExample tasks
- Order picking
- Receiving & unloading
- Cycle counting
Warehouse zoneExample tasks
- Palletize boxes
- Load a conveyor
- Apply shipping labels

Manufacturing & workshops

Carpentry & furniture workshopExample tasks
- Furniture assembly
- Sanding & surface prep
- Staining & finishing
Deformables & textiles benchExample tasks
- Fold shirts and towels
- Insert a duvet cover
- Match and pair socks
Electronics & e-wasteExample tasks
- Circuit board assembly
- Component soldering
- E-waste disassembly and sorting
Heavy industry & fabricationExample tasks
- Heavy machinery controls
- Concrete work
- Glass manufacturing
Metal fabrication & weldingExample tasks
- Welding
- Grinding & deburring
- Pipe cutting & fitting
Plastics & light assemblyExample tasks
- Injection-molding machine tending
- In-line quality inspection
- Boxing & palletizing
Precision assembly benchExample tasks
- Crimp a connector
- Peg-in-hole insertion
- Kitting to a BOM
Print & packaging plantExample tasks
- Printing presses
- Die-cutting
- Folding and packaging lines
Recycling & waste transferExample tasks
- Sorting lines
- Baling
- Material recovery
Textile & apparel productionExample tasks
- Garment sewing
- Fabric cutting
- Finishing and pressing

Construction & trades

Construction siteExample tasks
- Drywall hanging and taping
- Electrical installation
- Painting & priming
On-site home repairExample tasks
- Plumbing repair call
- Electrical repair call
- Handyman repair call
Plumbing, HVAC & electrical callsExample tasks
- Drain snaking & clearing
- Water heater replacement
- Thermostat wiring
Trades workshop benchExample tasks
- Drill pilot and countersink
- Clamp and glue a joint
- Measure, mark, cut

Automotive & transport

Auto service & tire shopExample tasks
- Brake pad & rotor service
- Tire dismount & mount
- Oil & fluid change
Car wash & detailingExample tasks
- Machine polishing
- Interior vacuuming
- Wheel & tire dressing

Hospitality & events

Event venueExample tasks
- Table & chair layout
- AV & cable management
- Stage setup & teardown
Hospitality service setExample tasks
- Set table service
- Pour and serve a drink
- Make up room bedding
Hotel & lodgingExample tasks
- Bed making
- Bathroom deep clean
- Amenity restocking

Facilities & cleaning

Commercial cleaningExample tasks
- Floor stripping & waxing
- Carpet extraction
- Restroom restock
Commercial laundry & linenExample tasks
- Sorting
- Pressing
- Folding

Office & IT

Data center & IT hardware benchExample tasks
- Hot-swap a drive caddy
- Patch RJ45 cabling
- Screw-mount rack rails
Office & professional servicesExample tasks
- Mail handling
- Filing
- Scanning
Office document stationExample tasks
- Assemble a binder
- Load a tray and clear a jam
- Shred documents

Healthcare & life sciences

Assistive care roomExample tasks
- Deliver a meal tray
- Change bed linens
- Hand over a mobility aid
Dental clinicExample tasks
- Tray setup
- Instrument handling
- Post-procedure cleaning
Dental lab & medical devicesExample tasks
- Dental prosthesis fabrication
- Surgical instrument sets
Hospital & clinical careExample tasks
- Patient room prep
- Specimen handling
- Surface decontamination
Nursing home & assisted livingExample tasks
- Feeding assistance
- Mobility assistance
- Room preparation
Pharmacy & laboratoryExample tasks
- Pipetting
- Medication dispensing
- Labeling
Physiotherapy & rehab clinicExample tasks
- Assisted stretching
- Balance training
- Rehab equipment operation
Wet lab & clinical benchExample tasks
- Load and balance a centrifuge
- Prepare a slide
- Rack and label tubes

Agriculture & grounds

Farm & field operationsExample tasks
- Hand harvesting
- Crop sorting & grading
- Egg collection & candling
Greenhouse, nursery & garden centreExample tasks
- Harvest ripe produce
- Pot plants
- Prune with shears
Landscaping & groundskeepingExample tasks
- Mowing and trimming
- Planting
- Grounds maintenance
Produce packing facilityExample tasks
- Sort and clean strawberries
- Weigh, pack and label

Beauty & personal care

Hair salon, barbershop & beauty studioExample tasks
- Hair cutting & styling
- Hair coloring
- Manicure & pedicure

Pet & animal care

Pet grooming salonExample tasks
- Bathe and dry
- Clip and brush coats
- Nail trimming
Veterinary clinicExample tasks
- Animal handling
- Exam room prep
- Kennel cleaning

Education & childcare

Childcare & early educationExample tasks
- Classroom setup
- Feeding
- Toy and material organization
School & training facilityExample tasks
- First aid training
- Bandaging on a mannequin

Sports, recreation & wellness

Gym & fitness studioExample tasks
- Equipment setup
- Weight rack organization
- Floor cleaning

Creative workshops & crafts

Art studioExample tasks
- Canvas painting
- Printmaking
- Sculpting
Glass & mosaic studioExample tasks
- Glassblowing
- Stained glass assembly
- Mosaic tiling
Jewelry & metalsmithing studioExample tasks
- Gem setting
- Engraving
- Wire wrapping
Leathercraft workshopExample tasks
- Hand-stitching leather goods
- Leather tooling
- Saddlery
Pottery & ceramics studioExample tasks
- Wheel throwing
- Glazing
- Kiln loading and firing
Textile arts & stitching studioExample tasks
- Embroidery
- Tailoring
- Quilting
Woodcraft & carving studioExample tasks
- Wood carving
- Woodturning
- Marquetry

Repair services

Electronics & device repairExample tasks
- Phone and laptop repair
- Diagnostics
Repair shopExample tasks
- Bicycle repair
- Watch repair
- Shoe repair

Public spaces & outdoor

City streets, shops & transitExample tasks
- Navigating public transit
- Shopping
- Walking city streets
Security checkpoint setExample tasks
- Bag search and re-pack
- Load screening trays
- Document check
Outdoor work sitesExample tasks
- Park and grounds work
- Outdoor market setup
- Exterior building work