Core modality · 01
Egocentric video
First-person footage from a head-mounted camera. What the worker sees is what the model sees — the hands, the tools, the part, every step.
For partners · factories · manufacturers
Is your factory
a fit?
Marxen collects real work video to teach robots how physical jobs are done. Below is the complete taxonomy of the work we cover — 26 segments, 257 venues, 808 scenes and 234 job roles — and every one of them is rated for fit.
Search the work your people actually do. You will get a straight answer, including a no.
01Check your fit
Type the work your people do. We will tell you honestly.
Search by trade, venue, machine or job title — “welding”, “garment unit”, “rice mill”, “CNC operator”. Every result maps to a segment, and every segment carries a rating we are prepared to defend.
Try
Or find yourself in the list.
26 segments · every one rated
Priority fit· 10
We are collecting here now. If your floor looks like this, we can start with a paid trial.
Good fit· 10
A real fit, scheduled in waves. Send photos of your floor and we will size it with you.
Limited fit· 5
Not a priority right now — either the work is mostly screen, speech and people, or consent cannot be cleanly obtained.
Needs a look· 1
Your work does not map cleanly to the taxonomy yet. Send photos and we will tell you honestly.
02What we collect
A small camera on the head. That is all.
The worker wears a soft strap with a small camera on the forehead — like a GoPro. They do their normal job. Nothing about how your factory runs has to change.
Core modality · 02
Full-hand field of view
A wide lens set so both hands stay inside the frame through the whole task. This is what lets a model learn two-handed coordination rather than a single gesture.
Core modality · 03
Whole-task sequences
Continuous recordings of a job from start to finish, not clips. The order of steps is as much of the signal as the steps themselves.
Core modality · 04
Scene and task labels
Every hour lands tagged against this taxonomy — segment, venue, scene, job role — so a lab can draw exactly the slice it needs.
Layers we can add on request
Fixed third-person camera
A second angle on the same task, time-synced to the head camera.
Wearable sensor / IMU
Motion and orientation streams alongside the video.
Depth & RGB-D
Spatial capture where a programme calls for geometry, not just pixels.
Narration & audio
The worker talking through what they are doing, in their own language.
Bespoke protocols
Built to a lab's own model-training spec, on the same network.
03The taxonomy, in full
Five ways to place your work. Nothing hidden.
Every hour we collect is tagged against this structure before it reaches a lab. We publish it in full so you can check where your work sits rather than take our word for it.
OpsWork typeThe operation itself, cutting across segments. These are the words most people search first.21
- Assembly
- Machine operation
- Welding
- Quality check
- Wiring
- Fitting & finishing
- Soldering
- Packing
- Loading & unloading
- Sorting
- Labelling & sealing
- Moulding
- Maintenance
- Stitching
- Cutting
- Painting & coating
- Weighing & filling
- Cooking & food prep
- Repair & rework
- Cleaning
- Harvesting & grading
L1EnvironmentThe segment a site belongs to. This is the level that carries the fit rating.26
- Industrial Manufacturing
- Factory
- Food Processing
- Construction and Hardware
- Automotive and Transport
- Repair Services
- Printing and Design
- Fashion
- Agriculture and Farming
- Energy and Utilities
- Food and Beverage
- Retail and Consumer Goods
- Hospitality
- Creative Workshops
- Cleaning and Sanitation
- Laboratory / Scientific
- Healthcare and Pharmacy
- Beauty and Personal Care
- Sports and Recreation
- Home
- Administrative & Office Services
- Education and Training
- Childcare and Caregiving
- Public Safety and Emergency Response
- Entertainment and Events
- Other
L2VenueThe kind of premises — the words a business would use to describe itself.257
- Home
- Packaged Foods
- Restaurant
- Flower Shop
- Agriculture Farm
- Clothing Store
- Gift Shop
- Perfume Store
- Bread Bakery
- Pastry Shop
- Grocery Store
- Sewing Factory
- Laundry Shop
- Shoe Repair Store
- Woodworking Shop
- Garden Centre
- Hardware Store
- Fishing Shop
- Motorcycle Repair
- Cake Shop
- Jewelry Handicraft
- Library
- Electronics Repair
- Print Shop
- Coffee Shop
- Hotel
- Furniture Store
- Alterations Studio
- Pet Store
- Fulfillment Centre
- Pharmacy
- Leather Goods
- Metal Fabrication
- Motorcycle Detailing
- Wrap Shop
- Stationary Store
- Candle Studio
- Furniture Reupholstery
- Beauty Supply Store
- Packaging Factory
- Toy Store
- Auto Repair
- Appliances Store
- Construction Company
- Art Framing
- Cleaning Supply Store
- Electronics Shop
- Tea Production
- Gym
- Handcraft Workshop
- Bar
- Watch Store
- Nut Processing Factory
- Coffee Production
- Book Store
- Appliance Repair
- Water Production
- Ice Cream Shop
- Car Detailing
- Bridal Atelier
- Mobile Repair
- Instrument Repair
- Bicycle Repair
- Office
- Shoe Manufacturing
- Clothing Printing
- Rug Store
- Sign Shop
- Plastic Bag Factory
- Computer Repair
- Recycling Center
- Pizzeria
- Dry Fruit Factory
- Takeout Food
- Plumbing Company
- Toy Factory
- Football Field
- Spa
- Paper Mill
- Badminton Store
- Logistics Center
- Wire Cable Factory
- Mosaic Workshop
- Commercial Kitchen
- Rice Mill Factory
- Paint Shop
- Bed and Breakfast Bnb
- Electrician
- Dental Prosthetist
- Belt Manufactoring Factory
- Electronics Factory
- Medical Clinic
- Hardware Factory
- Boxing Gym
- Cooking School
- Manufacturing Factory
- Textile Soft Goods Manufacturing
- Fish Market
- Chicken Shop
- Department Store Distribution
- Barber Shop
- Nail Salon
- Transportation
- Diet Store
- Pottery Studio
- Wet Lab
- Bicycle Detailing
- Electromechanical Workshop
- Car Wash
- Logistics Fulfillment Center
- Cheese Factory
- Plastic Factory
- Fpc Manufacturing
- Pillow Factory
- Produce Shop
- Plastic Rubber Foam Products Manufacturing
- Butcher Shop
- Locksmith
- Gas Station
- Boat Repair
- Renovation Company
- Kitchen
- Personal Care
- Sports Store
- Metalworks Workshop
- Basketball Court
- Construction Site
- Garage
- Marquetry
- Recycling Area
- Recycling Workspace
- Balcony
- Pharmacy Lab
- Laundry Room
- Street Vendor
- Craft Room/table
- Retail Store
- Craft Station
- Screens Remanufacturing
- Backyard
- Kitchen Workshop
- Food Dehydration Business
- Other
- Office Workspace
- Recycling Workshop
- Egg Processing Facility
- Supermarket
- Craft Room
- Home Laundry Area
- Cluttered Room
- Billiard
- Market
- Indoor Cluttered Workspace
- Bakery
- Bakery Kitchen
- Cluttered Indoor Workspace
- Hardware Manufacturing
- Home Workspace
- Pharmacy Storage Room
- Cleaning Service
- Library Workspace
- Home Kitchen
- Mechanical Workshop
- Recycling Sorting Area
- Waste Sorting Area
- Pharmacy Prep Area
- Dining Room
- Food Preparation Area
- Living Room/table
- Market Stall
- Pet Shop
- Phone Accesories Store
- Shoe Repair Stall 01
- Baking Area
- Greenhouse
- Pharmacy Compounding Lab
- Plant Nursery
- Storage Room
- Craft Studio
- Laundry Room 01
- Library Room
- Outdoor Repair Station
- Outdoor Waste Sorting
- Stationery Store
- Bathroom
- Garden Cleanup
- Home Packaging Station
- Kitchen Prep Area
- Library Archive
- Library Bookshelf
- Any Room
- Home Business
- Home Library
- Home Workshop
- Indoor Workspace
- Kitchen Dish Organization
- Metal Fabrication Workshop
- Outdoor Waste Sorting Area
- Bookstore Storage Room
- Chemistry Lab
- Coconut Processing
- Desk/table
- Electronics Workshop
- Food Stall
- Hotel Room
- Laboratory Workspace
- Laundry Packing Station
- Laundry Room/bedroom
- Leather Workshop
- Library Storage
- Metal Hardware Building Materials Manufacturing
- Mushroom Farm
- Pharmacy Workspace
- Restaurant Interior
- Woodworking Workshop
- Bedroom/closet/backyard
- Bedroom/laundry Room
- Egg Shop
- h o m e
- Kitchen Bakery
- Laundry Area
- Makeshift Kitchen Sink
- Pharmacy Storage
- Watch Repair Station
- Convenience Store
- Electronics Repair Workshop
- Small Shop
- Billiard Hall
- Cafe Counter
- Cafe Kitchen
- Chemistry Laboratory
- Convenience Store Storage
- Crafting Room
- Electronics Repair Bench
- Electronics Repair Station
- Food Prep Area
- Fruit Shop
- Garden/balcony
- Garden/balcony/indoor
- Home Office
- Home Packing Area
- Home Study
- Indoor Home
- Indoor Living Room
- Indoor Living Space
- Kitchen/bathroom/hallway
- Kitchen/utility Room
- Library Storage Room
- Pharmacy Compounding Station
- Pharmacy Counter
- Pharmacy Lab Setup
- Pharmacy Prep Room
- Phone Repair Shop
- Recycling Yard
- Scooter Repair Shop
- Small Retail Shop
- Table
L3SceneThe specific place inside a venue where the hands are working. Many recur across segments.808
- Kitchen
- Stockroom
- Workshop
- Bedroom
- Prep Area
- Bakery Kitchen
- Packaging Line
- Design Station
- Repair Bench
- Dining Room
- Production Area
- Gift Wrapping Station
- Production Floor
- Living Room
- Processing Area
- Workshop Area
- Packaging Area
- Nursery
- Sewing Floor
- Laundry Room
- Service Bay
- Warehouse
- Backroom
- Sales Floor
- Ironing Station
- Filling Station
- Testing Counter
- Home Office
- Workbench
- Field / outdoor
- Garden
- Storage Room
- Fragrance Display Area
- Backyard
- Tackle Section
- Packaging Station
- Bathroom
- Stacks
- Office
- Patio
- Engine Repair Station
- Folding Station
- Hardware Section
- Electrical Section
- Vegetable Garden
- Finishing Area
- Hotel Room
- Mixing Area
- Assembly Area
- Packing Station
- Decorating Station
- Sewing Station
- Prescription Filling Area
- Entryway
- Display Area
- Souvenir Section
- Sorting Area
- Consultation Area
- Arrangement Area
- Greenhouse
- Sewing Area
- Fabrication Floor
- Polishing Station
- Garage
- Detailing Bay
- Dishwashing Area
- Canned Goods Aisle
- Handcraft Workshop
- Snack Aisle
- Packing Shed
- Stain Treatment Station
- Cooking Area
- Utility Room
- Food Section
- Craft Room
- Application Area
- Balcony
- Cutting Room
- Washing Area
- Workspace
- Shelf Interaction
- Quality Control Area
- Porch
- Potting Station
- Counter
- Recycling Center
- Cutting Table
- Repair Station
- Checkout Counter
- Hallway
- Kitchen Sink
- Gym
- Alterations Studio
- Parts Room
- Print Shop
- Washing Bay
- Break Room
- Craft Section
- Flower Shop Workspace
- Health and Beauty Section
- Pastry Shop Kitchen
- Live Bait Area
- Outdoor Seating
- Packaging Machine Area
- Assembly Line
- Workstation
- Desk Area
- Sample Room
- Cutting Station
- Storage Area
- Workstation Area
- Alteration Workstation
- Ribbon Station
- Staff Work Area
- Niche Perfume Section
- Stitching Area
- Potting Area
- Store Aisle
- Material Storage
- Reel Section
- Seating Area
- Workbench Area
- Workshop Floor
- Garden Centre
- Table Section
- Play Area
- Library
- Woodworking Shop
- Demonstration Area
- Outdoor Plant Area
- Kitchen Prep Station
- Weight Training Area
- Showroom
- Stitching Station
- Mixing Station
- Restroom
- Labeling Area
- Grocery Store Aisle
- Bait Section
- Shoe Repair Store
- Clothing Store
- Football Field
- Shoe Cleaning Station
- Metalworking Bench
- Exterior Detailing Bay
- Restaurant Kitchen Prep Station
- Pizza Prep Station
- Toy Factory
- Tea Production
- Room Service Kitchen
- Espresso Bar
- Floor Workspace
- Folding Area
- Wire Cable Factory
- Room
- Reading Room
- Craft Station
- Parking Lot
- Laundry Area
- Kitchen Floor
- Standard Room
- Dining Area
- Checkout Area
- Home
- Sealing Station
- Wrapping Station
- Crafting Station
- Restaurant Kitchen Prep Area
- Retail Counter
- Kitchen Counter
- Cooking Line
- Upholstery Station
- Clothing Aisle
- Tea Production Area
- Restaurant Kitchen
- Rod Section
- Pharmacy Counter
- Janitorial Supplies Section
- Pressing Area
- Prep Station
- Bakery
- Farmhouse
- Entrance
- Stringing Area
- Wick Preparation Area
- Childrens Section
- Soldering Station
- Florist Workspace
- Bottling Line
- Washing Station
- Mosaic Workshop
- Table Area
- Melting Station
- Shoe Section
- Crafting Area
- Trim Storage
- Baking Station
- Wood Carving Shop
- Work Area
- Chicken Coop
- Closet
- Sewing Factory
- Work Bench
- Beverage Aisle
- Sign Shop
- Archive Room
- Pantry
- Repair Center
- Nail Station
- Machine Section
- Assembly Station
- Pastry Shop Prep Station
- Cleaning Station
- Driveway
- Jewelry Section
- Polishing Area
- Packing Area
- Bakery Prep Station
- Deli Counter
- Massage Room
- Demo Area
- Tackle Shop
- Womens Section
- Gardening Area
- Study Room
- Living Room Section
- Percussion Station
- Gluing Station
- Raw Material Storage
- Bottling Station
- Patio Workshop
- Accessories Section
- Screen Printing Station
- Pressing Station
- Sealing Area
- Baking Area
- Produce Section
- Mens Section
- Office Supplies Section
- Writing Instruments Section
- Print Station
- Indoor Plant Section
- Laundry Shop Ironing Station
- Bakery Packaging Station
- Plumbing Section
- Bird Section
- Hotel Room Bathroom
- Medical Clinic
- Desk
- Binding Area
- Home Decor Section
- Finishing Station
- Home Workshop
- Pattern Room
- Bridal Atelier
- Aquarium Section
- Non Fiction Section
- Outdoor Patio
- Bar Counter
- Equipment Yard
- Floor Area
- Food Preparation Area
- Den
- Flower Shop
- Art Supplies Section
- Artwork Preparation Area
- Cutting Area
- Grinding Station
- Belt Manufactoring Factory
- Dessert Business Prep Station
- Crafting Table
- Utility Area
- Cleaning Service Area
- Kitchen Area
- Floral Department
- Cataloging Area
- Interior Detailing Bay
- Music Store Workshop
- Courtyard
- Skin Care Section
- Patio Workspace
- Wash Area
- Plant Nursery
- Cobbler Station
- Waiting Area
- Pcb Assembly Area
- Heat Press Area
- Quality Control Lab
- Chicken Shop
- Restaurant Kitchen Sink
- Clothing Store Stockroom
- Pharmacy
- Parts Storage
- Vegetable Plant Section
- Perfume Store Workspace
- Laboratory Bench
- Fishing Shop
- Restaurant Kitchen Floor
- Home Workspace
- Repair Store Workbench
- Fiction Section
- Playroom
- Kitchen Table
- Front Yard
- Kitchen Prep Area
- Scrap Plastic Recycling Area
- Engine Cleaning Area
- Perfume Store
- Booth Section
- Printing Station
- Engine Bay Cleaning Area
- Prepress Area
- Tool Room
- Table
- Food Prep Station
- String Station
- Paint Section
- Pet Accessories Aisle
- Fabrication Area
- Stockroom Aisle
- Retail Store
- Purification Section
- Capping Station
- Outdoor Workshop
- Restaurant
- Retail Aisle
- Sorting Station
- Appliance Demonstration Area
- Garden Area
- Logistics Center
- Cleaning Chemicals Section
- Pickup Counter
- Weighing Station
- Sanding Area
- Market Stall
- Manual Workstation
- Finished Goods Warehouse
- Alteration Studio
- Treatment Room
- Weight Room
- Grocery Store
- Craft Area
- Band Adjustment Area
- Laundry Shop
- Body Shop
- Free Weight Section
- Restaurant Prep Station
- Retail Store Counter
- Commercial Kitchen
- Brewing Station
- Store Floor
- Produce Prep Area
- Grain Storage
- Electronics Shop Workbench
- Watch Repair Stall
- Retail Area
- Fry Station
- Book Repair Room
- Laundry Business Bottling Area
- Car Wash
- Digital Printing Area
- Wet Lab
- Food Stall
- Kitchen Sink Area
- Grocery Aisle
- Work Room
- Office Desk
- Lumber Storage
- Makeup Section
- Service Counter
- Drying Area
- Lounge Area
- Receiving Area
- Dough Prep Area
- Recycling Area
- Food Prep Area
- Maintenance Workshop
- Workshop Brick Making
- Logistics Fulfillment Center
- Shop Floor
- Barista Station
- Pet Shop Weighing Station
- Construction Site
- Laundry Business Shoe Cleaning Station
- Cobbler Workbench
- Laundry Shop Storage Area
- Craft Workshop
- Office Workspace
- Maintenance Shop
- Display Case Area
- Electromechanical Workshop
- Outdoor Workspace
- Office Floor
- Kitchen and Dining Area
- Labeling Station
- Home Kitchen
- Bottling Area
- Cobbler Workspace
- Nursery Area
- Sewing Workshop
- Pastry Shop Packaging Station
- Deck
- Dyeing Station
- Workshop Table
- Floor
- Egg Sorting Area
- Cardio Area
- Meat Prep Area
- Locker Room
- Perfume Blending Station
- Food Production Area
- Outdoor Area
- Sewing Room
- Preparation Area
- Coconut Processing Area
- Grill Station
- Table Saw Area
- Kitchen Pantry
- Pouring Station
- Student Workstation
- Bakery Prep Area
- Dining Table
- Perfume Mixing Station
- Apparel Section
- Tea Processing Area
- Clearance Section
- Stamping Area
- Service Desk
- Laundry Business Ironing Station
- Outdoor Furniture Section
- Bookstore
- Frozen Foods Section
- Wash Bay
- Storage Shed
- Cobbler Workshop
- Laundry Shop Stockroom
- Hair Care Section
- Sports Field Sidelines
- Staff Break Room
- Bar Area
- Restaurant Prep Area
- Repair Workbench
- Shoemaking Workshop
- Tea Production Room
- Nail Art Station
- Egg Sorting Station
- Customer Service Desk
- Seasonal Section
- Open Office Space
- Dry Storage
- Dessert Business Kitchen
- Car Wash Bay
- Convenience Store
- Supplies Storage
- Sales Counter
- Meat Department
- Aisle
- Barber Shop
- Gift Shop
- Diet Store
- Electronics Shop Workspace
- Home Library
- Sewing Factory Workshop
- Training Area
- Laundry Shop Folding Station
- School Supplies Section
- Packing Room
- Bookshelf Area
- Display Counter
- Shipping Area
- Workshop Yard
- Diagnostic Area
- Butcher Shop
- Study Area
- Breakfast Area
- Small Animal Section
- Dyeing Area
- Department Store Distribution
- Fish Room
- Refilling Station
- Food Stall Kitchen
- Welding Area
- Component Storage
- Electronics Shop Counter
- Tooling Station
- Craft Store
- Takeout Food
- Production Room
- Bedroom Section
- Oven Area
- Perfume Shop
- Fish Section
- Processing Station
- Factory Workstation
- Garden Supplies Section
- Restaurant Packaging Station
- Coffee Shop Kitchen
- Patio Table
- Perfume Station
- Pot Section
- Shoe Store
- Electronics Shop Wrapping Station
- Perfume Making Station
- Weeding Area
- Brickyard Workshop
- Counter Area
- Loading Dock
- Garage Workshop
- Sunroom
- Brickyard
- Coffee Station
- Indoor Room
- Mudroom
- Kitchen Dining Area
- Basement
- Walk In Closet
- Attic
- Ironing Area
- Stairwell
- Home Interior
- The Street
- Window Area
- Study Desk
- Computer Desk
- Gaming Setup
- Kitchenette
- Cluttered Room
- Park
- Staircase
- Kitchen Storage Area
- Refrigerator Area
- Beach
- Dining and Kitchen Area
- Supermarket
- Family Room
- Outdoor Sink
- Indoor Workspace
- Meeting Room
- Yard
- Craft Room/table
- Sharpening Area
- Outdoor Walkway
- Home Room
- Closet Area
- Outdoor Wash Area
- Outdoor Garden
- Home Gym
- Pool Area
- Supermarket Aisle
- Bedroom Floor
- Childs Bedroom
- Warehouse Storage
- Dressing Area
- Hobby Room
- Outdoor Yard
- Dressing Room
- Office Desk Area
- Carpeted Room
- Outdoor Lawn
- Chrysanthemum Field
- Doorway
- Home Patio
- Indoor Area
- Messy Room
- Office Area
- Terrace
- Work Desk
- Dining Room and Kitchen
- Living Area
- Sink Area
- Kitchen and Dining Room
- Kitchen Drawer
- Room Corner
- Kitchen Cabinet
- Kitchen Corner
- Outdoor Laundry Area
- Outdoor Path
- Plant Corner
- Poolside Patio
- Vanity Area
- Desk/table
- Washroom
- Bedroom Office
- Coffee Shop
- Desk Workspace
- Grocery Store Warehouse
- Hobby Area
- Outdoor Courtyard
- Shower
- Studio
- Art Studio
- Basement Kitchen
- Hobby Workspace
- Outdoor Entrance
- Room Entrance
- Cluttered Workspace
- Gaming Room
- Home Desk
- Kitchen Living Area
- Outdoor Utility Area
- Scullery
- Sharpening Station
- Bathroom Sink
- Bedroom Desk
- Craft Desk
- Dining Room;kitchen
- Factory
- Home Corner
- Indoor Living Area
- Kitchen Dining Room
- Laundry Patio
- Lawn
- Outdoor Driveway
- Outdoor Stairs
- Shoe Storage Area
- Tailor Shop
- Breakroom
- Cafe Home
- Desk Table
- Grocery Store / Warehouse
- Guest Bedroom
- Half Bathroom
- Hobby Desk
- Home Living Room
- Home Table
- Kitchen Counter Sink
- Kitchen Laundry Area
- Kitchen Utility Area
- Kitchen Window
- Kitchen;dining Area
- Office Workstation
- Outdoor Porch
- Outdoor Washing Area
- Patio Table Area
- Rooftop
- Shoe Rack Area
- Stairs
- Utility Closet
- Utility Corner
- Workroom
- Art Workspace
- Balcony Entrance
- Bathroom;bedroom
- Bedroom and Entryway
- Bedroom Closet
- Cluttered Desk
- Conference Room
- Craft Room Table
- Craft Workspace
- Dining Area;kitchen
- Domestic Room
- Drawer
- Electronics Workshop
- Entrance Area
- Floral Studio
- Gaming Desk
- General Room Area
- Grassy Field
- Home Bedroom
- Home Garden
- Home Laundry Area
- Home Study
- Indoor Floor
- Kitchen;dining Room
- Laundry Kitchen Area
- Living Room;kitchen
- Makeup Area
- Master Bathroom
- Master Bedroom
- Nail Salon
- Nail Studio
- Outdoor Alley
- Outdoor Entryway
- Outdoor Kitchen
- Outdoor Oven
- Outdoor Pathway
- Outdoor Work Area
- Park Garden
- Pet Store
- Rooftop Garden
- Room Access
- Sidewalk
- Staircase Landing
- Stairway
- Tiled Patio
- Unfinished Room
- Wardrobe
- Wooden Table
- Work Table
- Workshop Patio
- Activity Room
- Any Room
- Apartment
- Apartment Balcony
- Apartment Interior
- Art Area
- Art Desk
- Attic Laundry Area
- Backyard Workshop
- Balcony and Bathroom
- Balcony and Garden
- Balcony Door
- Balcony Nook
- Beauty Station
- Bedroom 2
- Bedroom Area
- Bedroom;balcony
- Bedroom;bathroom
- Building
- Circulation Desk
- Common Area
- Computer Room
- Craft Room/desk
- Craft Table
- Crafting Desk
- Dining Room Kitchen
- Display Cabinet
- Electronics Store
- Electronics Workbench
- Entertainment Area
- Entrance Hall
- Entryway and Hallway
- Factory Floor
- Factory Storage
- Floral Workshop
- Garage/utility Room
- Garden Bed
- Garden Entrance
- Garden Patch
- Garden Patio
- Garden Walkway
- Gate Area
- Grocery Area
- Home Balcony
- Home Entrance
- Home Indoor
- Home Outdoor
- Home Porch
- Home Prep Area
- Home Setting
- Home Yard
- House Exterior
- Indoor Craft Area
- Indoor Garden
- Indoor Space
- Indoor Workshop
- ki tchen
- Kids Bedroom
- Kitchen and Entryway
- Kitchen and Living Room
- Kitchen Counter;dining Table
- Kitchen Counter;dining Table;cabinet
- Kitchen Island
- Kitchen Laundry
- Kitchen Living Room
- Kitchen Nook
- Kitchen Patio
- Kitchen Storage
- Laundry Balcony
- Laundry Room;hallway
- Living Room and Kitchen
- Living Room Kitchen
- Living Room Kitchen Area
- Living Room/table
- Lounge
- Makeshift Kitchen
- Office Cubicle
- Outdoor Alleyway
- Outdoor Corner
- Outdoor Pavement
- Outdoor Storage
- Outdoors
- Packaging Room
- Patio Balcony
- Patio Dining Area
- Residential Home
- Retail Bathroom
- Retail Store Backroom
- Retail Store Bathroom
- Retail Toy Section
- Roadside
- Rooftop Balcony
- Shelf Area
- Shoe Cleaning Area
- Shoe Closet
- Sitting Room
- Small Room
- Staircase and Dining Area
- Staircase Area
- Stairwell Landing
- Storage Cabinet
- Studio Apartment
- Studio Area
- Study
- Study Table
- Table Top
- Tailor Workshop
- Tailoring Room
- Textile Workshop
- Tiled Room
- Toilet Room
- Vegetable Field
- Veranda
- Waiting Room
- Warehouse Kitchen
- Wooden Cabinet
- Workshop Desk
- Workshop Storage
JobsJob roleThe person doing the work. A role resolves to a segment, and the segment carries the rating.234
- Cashier
- Retail salesperson
- Fast food worker
- Waiter / waitress
- Cook
- Chef
- Barista
- Bartender
- Dishwasher
- Food prep worker
- Host / hostess
- Restaurant manager
- Catering worker
- Baker
- Pastry chef
- Butcher
- Food processing worker
- Delivery driver
- Truck driver
- Courier
- Bus driver
- Taxi / rideshare driver
- Forklift operator
- Warehouse associate
- Picker / packer
- Stock clerk
- Shipping clerk
- Receiving clerk
- Inventory specialist
- Logistics coordinator
- Supply chain worker
- Package handler
- Mail carrier
- Postal clerk
- Mover
- Loader / unloader
- Janitor
- Cleaner
- Housekeeper
- Hotel housekeeper
- Laundry worker
- Dry cleaner worker
- Groundskeeper
- Landscaper
- Gardener
- Nursery worker
- Pest control worker
- Maintenance worker
- Building superintendent
- Facility technician
- Water treatment operator
- Security guard
- Police officer
- Firefighter
- EMT
- Paramedic
- Crossing guard
- Lifeguard
- Registered nurse
- Nursing assistant
- Home health aide
- Personal care aide
- Caregiver
- Medical assistant
- Physician
- Physician assistant
- Nurse practitioner
- Pharmacist
- Pharmacy technician
- Dentist
- Dental hygienist
- Dental assistant
- Physical therapist
- Occupational therapist
- Respiratory therapist
- Radiology technician
- Lab technician
- Veterinary technician
- Veterinarian
- Childcare worker
- Preschool teacher
- Elementary school teacher
- Middle school teacher
- High school teacher
- Teaching assistant
- Tutor
- Professor
- Coach
- School counselor
- Librarian
- Social worker
- Therapist / counselor
- Administrative assistant
- Office clerk
- Receptionist
- Secretary
- Executive assistant
- Data entry clerk
- Bookkeeper
- Accountant
- Payroll clerk
- Billing clerk
- HR specialist
- Recruiter
- Customer service representative
- Call center worker
- Sales representative
- Account manager
- Real estate agent
- Insurance agent
- Bank teller
- Loan officer
- Financial advisor
- Marketing specialist
- Graphic designer
- Photographer
- Videographer
- Journalist
- Writer / editor
- Lawyer
- Paralegal
- Legal assistant
- Software engineer
- Web developer
- Data analyst
- Data scientist
- IT support specialist
- Systems administrator
- Network technician
- Cybersecurity analyst
- Product manager
- UX designer
- QA tester
- Electrician
- Plumber
- Carpenter
- Woodworker
- Painter
- Construction laborer
- Roofer
- Drywall installer
- Flooring installer
- Tile setter
- Mason
- Concrete worker
- Heavy equipment operator
- Crane operator
- Construction manager
- HVAC technician
- Appliance repair technician
- Mechanic
- Auto technician
- Motorcycle mechanic
- Bicycle mechanic
- Boat mechanic
- Diesel mechanic
- Body shop technician
- Tire technician
- Vehicle detailer
- Welder
- Metal fabricator
- Machinist
- CNC operator
- Factory worker
- Production worker
- Machine operator
- Assembler
- Quality inspector
- Packaging operator
- Semiconductor technician
- Electronics technician
- Mobile phone repair technician
- Computer repair technician
- Field service technician
- Printer / press operator
- Sign maker
- Tailor / seamstress
- Shoe repairer
- Upholsterer
- Leatherworker
- Hair stylist
- Barber
- Nail technician
- Esthetician
- Massage therapist
- Florist
- Jeweler
- Watch repairer
- Art framer
- Cake decorator
- Coffee roaster
- Potter
- Candlemaker
- Fitness trainer
- Personal trainer
- House painter
- Handyman
- Installer
- Solar panel installer
- Wind turbine technician
- Farmer
- Farmworker
- Ranch worker
- Animal caretaker
- Dog groomer
- Fisherman
- Fishmonger
- Forestry worker
- Logger
- Miner
- Oil / gas field worker
- Lab researcher
- Dental prosthetist
- Scientist
- Engineer
- Architect
- Surveyor
- Pilot
- Flight attendant
- Airport ramp agent
- Travel agent
- Hotel front desk agent
- Gas station attendant
- Event staff
- Casino worker
- Funeral service worker
- School administrator
- Supply chain coordinator
- Logistics manager
- Maintenance technician
- Instrument repair technician
- Paper mill worker
- Locksmith
- Military service member
04The quality bar
What counts as a valid hour.
You are paid per valid hour, so you deserve to know the test before you sign anything. An hour is valid when it is clear, usable footage of real work. Unclear hours are not paid — and we would rather you read that here than discover it at the first invoice.
01
Both hands in frame
The work and both hands stay inside the camera view. Hands drifting below the frame for long stretches is the single most common reason an hour fails.
02
The work is in focus
Clear, steady, well-lit footage of the task. Not the ceiling, not the floor, not a colleague across the room.
03
Real work, done normally
The worker's ordinary job at ordinary speed. Nothing staged, nothing performed for the camera, no repeating a task to fill time.
04
One continuous task
Whole sequences beginning to end. A robot learns from the full arc of a job — pick up, position, work, finish, set down.
05
Camera worn correctly
Strap level on the forehead, lens pointed at the work. Our team fits it and trains each worker on day one.
06
Nothing we cannot use
No faces held in frame, no personal or private areas, no confidential documents or screens. Those segments get cut, and cut time is not paid.
05What your factory gets
₹100 per valid hour of video.
You get paid for work you are already doing. No new machines, no change to production, no equipment to buy or manage — our team brings everything and takes it away.
5 workers
5 hours
25 days
This assumes every recorded hour clears our quality check. It will not in week one — straps slip, hands leave the frame, a camera gets put on backwards. Expect the first week to land lower and to climb once your workers are used to it.
Your factory could earn
₹62,500
per month
- Valid hours per day
- 25 hrs
- Earned per day
- ₹2,500
- Valid hours per month
- 625 hrs
- Rate
- ₹100 / valid hour
Money for work you already do
The line runs exactly as it runs today. The camera is the only new thing on the floor.
Nothing to buy or manage
Our technical team brings the cameras, fits them, trains your workers, and handles the upload.
Start small, grow later
A small paid trial first. If the hours come out clean, we scale it up with you.
06How it works
Six steps. Our team does the hard part.
1 We talk
A short call to understand the work your factory does.
2 We visit
Our team comes to your factory and brings the cameras.
3 We fit & train
We fit the head strap and show each worker exactly what to do.
4 Work as usual
The worker does their normal job. The camera records. Nothing about your line changes.
5 Camera comes back
At the end of the shift, the worker returns the camera to our team.
6 We store it safely
We upload through our own Marxen app. Safe, private, and traceable.
07What we never record
Only the work is recorded.
The camera looks at the task. Everything else is either out of frame by design or cut before the footage leaves our hands.
- Faces held in frame — the camera looks at the work, not at people
- Any worker who has not chosen to take part
- Offices, cabins, private areas, toilets, changing rooms
- Confidential drawings, screens, customer papers or costing sheets
- Children, at any time, anywhere
- Audio of private conversation — recorded only where a programme calls for it and everyone present knows
Footage is uploaded through our own Marxen app, not a consumer cloud drive. See the privacy policy for how it is stored and who can reach it.
08Your workers
Give them a share. It pays you back.
Workers do not like new rules — that is normal. We advise every factory to pass a small part of this payment to the people wearing the camera.
A small extra amount
Over and above their normal wage, only for the days they wear the camera.
They stay motivated
When there is something in it for them, they wear it properly and willingly.
You get more valid hours
A camera worn properly is the difference between a paid hour and a rejected one.
Fully their choice
No worker is forced. Taking part is always their decision, and they can stop at any time.
What to do next
Send us your floor.
We will tell you straight.
- 1Send photos and a short video of your factory floor.
- 2Get on a short call — we understand your work and check the fit.
- 3We start with a small paid trial. If it works, we grow it.