Bring a task definition. We translate it into a field-ready capture protocol, source the US environments where that work happens naturally, and deliver footage against your own QA criteria.
Every physical AI team we talk to has the same problem. And it's not the one they expected.
Simulation was supposed to solve everything. Unlimited data, zero cost, no consent issues. Except models trained entirely on synthetic environments fall apart the moment they touch the real world — different lighting, clutter, physics nuance, human variability. Sim-to-real transfer is still the wall.
The best physical AI results come from models trained on real-world first-person video — actual people doing actual tasks in actual environments. The catch: US footage at scale, with consent, with compliance, in the specific environments you care about, doesn't just exist. You have to build a supply side. That's what FieldMesh is.
Define the task once — viewpoint, action sequence, scene conditions, edge cases, and acceptance criteria. We convert it into a repeatable capture protocol and hold it constant across every environment.
Reach qualified domestic operating environments: logistics, kitchens, manufacturing, fabrication, warehousing, skilled trades, facility services, packaging/kitting, retail. Real work. Real environments.
A small scoped run produces real footage against your protocol. Inspect viewpoint fidelity, task coverage, and QA fit before committing to scale. You validate before you pay for production volume.
Acceptance is measured against criteria you set — not a generic standard. We structure review around your definitions of usable footage. Rejected footage doesn't bill. Only accepted hours count.
Footage arrives with consistent capture metadata and protocol identifiers, organized for direct ingestion into your training pipeline. No manual sorting. No unlabeled clip dumps.
Consent-first programs, PII review planned in, NDA/MSA-ready engagements. We can't claim blanket legal compliance — we're honest about that — but controls are scoped per protocol and built in from day one.
Rather than buying generic clips, you define the task envelope. FieldMesh holds that definition constant across every environment, so footage stays comparable as a program scales.
Nine operating categories. 50+ qualified US sites. Footage from environments where the task is genuine, repeatable, and happening every day — not staged for a camera.
Picking, packing, sorting, receiving, stocking, tote handling, trailer unloading
Kitchen operations, food prep, line cooking, portioning, packaging
Production lines, component assembly, quality inspection, machine tending
CNC operation, welding, machining, precision fabrication, tool use
Electrical, plumbing, HVAC installation, carpentry, construction tasks
Cleaning, maintenance, environmental services, cart transport, supply runs
Fulfillment center kitting, labeling, bundling, order assembly
Stocking shelves, fronting, counter prep, customer-facing tasks
Mail handling, document scanning, filing, printing, supply room tasks
Define your task, viewpoint, scene requirements, and QA criteria. We review in 48 hours.
We identify US environments where your task is authentic and confirm site participation.
Small scoped run. Real footage against your protocol. You evaluate before committing.
Footage reviewed against your acceptance criteria. Adjust protocol if needed. Only accepted hours bill.
Validated protocol scales across additional qualified environments. Recurring, structured delivery.
Submit a protocol intake and we'll scope a pilot against real US operating environments within 48 hours.
Or reach us directly: partners@fieldmeshdata.com · (727) 565-4008