Commercial operations / Physical AI
Real-world data for Physical AI.
We work with commercial partners and their frontline teams to capture first-person video of real work.
- Video collection
- Field operations
- Annotation & enrichment
- Quality assurance
Real work, from the worker’s view.
First-person (or egocentric) video records how frontline workers handle objects, use tools, and complete physical tasks. Environment video adds the wider context.
- ( 01 ) / Real conditions
Physical models need examples of human manipulation in real conditions.
- ( 02 ) / Coordinated capture
We organize collection across teams and facilities.
- ( 03 ) / Model-ready footage
Then prepare the footage for model development.
Commercial video capture. Built to scale.
Scaling collection takes more than cameras. It takes facility access, worker consent, consistent capture, and footage that meets the buyer’s specification.
- ( 01 )
Video collection
Egocentric and environment video of frontline work, focused on the tasks, interactions, and conditions a model needs to learn.
- ( 02 )
Field operations
Facility coordination, frontline worker onboarding, equipment, and training. Capture protocols that teams can follow across locations.
- ( 03 )
Annotation & enrichment
Task labels, contextual metadata, and temporal segmentation that turn footage into structured training data.
- ( 04 )
Quality assurance
Review recordings for task coverage and capture quality. Validate and deliver datasets against the agreed specification.
Hundreds of industries.
Wherever frontline teams do hands-on work, there are tasks worth understanding. These environments show the range of work a collection program can focus on.
Manufacturing & Industrial
Assembly, fabrication, production, equipment operation
Warehousing & Logistics
Picking, packing, sorting, material handling
Food & Hospitality
Food preparation, commercial kitchens, service workflows
Construction & Skilled Trades
Installation, carpentry, plumbing, electrical work
Facilities & Cleaning
Commercial cleaning, sanitation, building maintenance
Agriculture & Landscaping
Harvesting, plant handling, groundskeeping
Automotive & Mechanical
Inspection, repair, equipment servicing
Retail & Commercial Operations
Stocking, inventory, merchandising, fulfillment
Home & Property Services
Housekeeping, laundry, maintenance, repairs
Specialized Workflows
Manual processes, tool use, multi-step physical tasks
Collection that works for your operation.
Your business has schedules to keep, safety standards to meet, and people to look after. We work through those constraints with you before planning collection across your workforce and facilities.
01 / Find the fit
Find the fit
Map your workflows and workforce to the data requirements. Identify tasks that are useful to capture and practical for your operation.
02 / Agree the terms
Agree the terms
Work through facility access, worker consent, safety, data rights, and commercial terms. Define responsibilities before collection starts.
03 / Set up capture
Set up capture
Coordinate equipment, train participating frontline teams, and plan recording around the way your facilities run.
04 / Build from there
Build from there
Review capture quality and operational impact together. Use what we learn to plan collection across more teams and locations.
Compliance / Provenance
Protocols include strict worker consent, facility clearance, PII/face redaction pipelines, and clean IP transfer.
Your workforce’s expertise has value.
We pay you for your team to do the things they're already doing.
You bring the facilities, frontline teams, and knowledge of how the work gets done. We bring collection operations and the specifications that make the footage useful for physical AI development.
We work with you to define suitable tasks, worker participation, and commercial terms before capture begins.
Work with Foss Hill Labs.
Bring your operations and frontline workforce, or tell us what your model needs to learn.
AI Labs / Robotics inquiry
Tell us what you need to capture.