50+ Active US Locations

Where robots need to work.
We're already there.

FieldMesh captures first-person egocentric video inside real US commercial environments — not controlled labs, not staged sets. The actual physical world your models will operate in.

50+
Active Sites
9
Sectors
100%
US-Based
24hrs
Turnaround
🤖
AI & Robotics Teams Browse environments and submit a protocol intake for your specific task definition
🏭
US Businesses See if your environment qualifies and get a custom revenue proposal in 24 hours

Real places. Real tasks. Real data.

Every environment below is a working US business with employed workers performing real tasks, captured first-person with phone-based headsets workers already own.

📦
Warehousing & Fulfillment

Distribution centers, 3PL facilities, e-commerce fulfillment. High-volume, repeatable tasks at scale.

Pick, pack, and scan cycles
Conveyor loading/unloading
Shelf stocking and inventory moves
Pallet build and wrap operations
Cart and bin navigation
Highest Demand
⚙️
Manufacturing & Assembly

Light and heavy manufacturing lines, assembly stations, quality control benches.

Component assembly and fastening
Quality inspection (visual, tactile)
Tool use: torque, grips, precision tools
Kitting and parts staging
Line changeover procedures
Highest Demand
🥩
Food Production & Processing

Commercial kitchens, processing plants, co-packers, bakeries, cold storage.

Cutting, portioning, weighing
Packaging and sealing operations
Line feeding and tray loading
Sanitation and surface cleaning
Refrigerated environment tasks
High Demand
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Skilled Trades

Electricians, plumbers, HVAC techs, welders — complex manual dexterity in variable environments.

Electrical panel work and wiring
Pipe fitting and plumbing
HVAC installation and repair
Welding and metalwork
Measurement, cutting, fastening
High Demand
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Retail & Grocery

Grocery stores, big-box retail, specialty stores. Human-customer interaction mixed with physical tasks.

Shelf restocking and facing
Receiving and backroom unloading
Price scanning and inventory counts
Produce handling and rotation
Customer-facing task sequences
Available
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Healthcare Support

Non-clinical healthcare environments — hospital supply chains, sterile processing, facilities management.

Sterile supply packaging
Equipment transport and staging
Linen handling and logistics
Supply cart stocking
Environmental services tasks
Available
🏢
Facility Services & Maintenance

Commercial cleaning, building maintenance, janitorial operations across multiple site types.

Floor cleaning and mopping cycles
Surface sanitation protocols
Equipment operation (ride-ons, scrubbers)
Restroom and common-area service
Waste handling and recycling
Available
🏗️
Construction & Inspection

Active construction sites, property inspection, infrastructure work in complex unstructured environments.

Material handling and placement
Tool use in unstructured environments
Visual inspection with annotation
Site navigation and obstacle avoidance
Measurement and marking tasks
Available
🌾
Agriculture & Outdoor

Farm operations, nurseries, landscaping — outdoor and semi-outdoor environments with natural variability.

Harvest and picking operations
Planting and soil preparation
Sorting and grading produce
Equipment operation outdoors
Variable terrain navigation
Available

Every dataset includes

Footage is egocentric first-person, captured via phone-based headset worn by the worker performing the task. What you get is what humans actually see and do — not a top-down camera, not a synthetic render.

Egocentric video (first-person POV)

Phone-based headset captures exactly what the worker's hands, body, and field of view experience. Native egocentric data — no conversion from overhead cameras.

Real US commercial environments

Not a set, not a stage. Actual operating businesses with normal workers doing normal tasks. Ambient noise, lighting variation, interruptions — reality included.

Structured task labeling

Task categories, start/end timestamps, environment tags, and worker action annotations delivered with every dataset. Ready for downstream training pipelines.

Consent-first, rights-cleared

Every worker opts in individually with full written consent. Commercial usage rights fully cleared. No ambiguous crowd-sourced legal exposure.

Consistent, recurring supply

Employed workers in stable environments — not gig workers rotating through. Capture recurring task sequences for longitudinal dataset building.

Protocol-matched collection

Submit your task definition and camera requirements. We match environments to your protocol, not the other way around. Custom scopes available.

Collection specs

Standard specs for all environment captures. Custom protocols available — submit your requirements and we scope accordingly.

ParameterStandardNotes
Capture device Phone-based headset Workers use devices they already own — zero hardware deployment friction
POV Egocentric / first-person Head-mounted, captures field of view aligned with worker gaze
Environments US commercial, indoors + outdoors 50+ active sites across 9 industry sectors
Workers Employed, stable roles Not gig workers — consistent task performers in recurring environments
Consent Individual written consent Opt-in only, no penalties for declining, commercial rights cleared
Labeling Task categories + timestamps Action segments, environment tags, per-clip metadata
Delivery Secure cloud transfer NDA and DPA executed prior to any data transfer
Minimum scope Custom — contact for scope Pilot scopes available for new protocol development
Turnaround 24 hrs protocol review Collection timelines depend on protocol complexity and volume

Ready to scope a pilot?

Submit your task definition, environment requirements, and volume target. We'll respond within 24 hours with site matches and timeline.

Submit a protocol intake

Is your business a fit?

If you operate in any of the environments above, your workers may qualify. Submit the form and get a custom revenue proposal in 24 hours.

Get a revenue proposal