Solutions / 02 · Physical & embodied
Real hands, real lines, real production speed. We partner with working factories and skilled trades, and capture the task exactly as performed: first-person video, motion, and process data.
5
Factories under contract
50,000+
Consented workers
9
Trades covered
24/6
Shift coverage
Working textile, denim, and steel floors plus field trades, not staged lab demonstrations.
Standing egocentric, overhead, and wrist rigs on every line, every shift.
Pose, process steps, tool events, faults, and outcomes labeled on every session.
Batches calibrated against gold tasks and shipped with quality metrics.
Access at scale
We don't rent demonstrations. We hold standing capture agreements with working facilities and trade crews: the same hands, every shift, at production speed.
01
Loom operation, threading, carding, quality inspection at a working mill.
3 lines · 640 hrs
02
Sanforizing, stitching, distressing, and finishing at production speed.
38 workers · 214 hrs
03
Cutting, welding, fit-up, and material handling by skilled fabricators.
52 workers · 380 hrs
04
Field service calls: diagnosis, repair, and verification on real jobs.
field crews · on spec
05
Panel wiring, installs, and live troubleshooting by certified electricians.
field crews · on spec
What we capture
Head-mounted first-person capture of hands, tools, and workpieces.
Wrist and body tracking aligned to video frames and task phases.
Step segmentation, tool events, fault-and-recovery annotations.
QC results, rework flags, and cycle times tied to every session.
Use case
What a buyer sees before licensing a single hour.
Process-step annotations
Raw footage is cut into steps, tool events, and fault-and-recovery arcs by annotators trained on the same trade, then spot-audited against gold tasks.
Measured, not promised
Fine-tunes run on our internal eval suite before listing. Every package ships with the measured delta: you see the gain before the license.
Train on diversity no lab can stage.
01
Sanforizing, stitching, and QC at production speed.
Egocentric video · Pose
02
Cutting, welding, and fit-up by certified fabricators.
Multi-cam · Tooling
03
Plumbing and electrical service calls, diagnosis to fix.
Diagnosis · Repair · Verify
Commission a collection
Tell us the manipulation task, environment, and volume. With five facilities and standing trade crews, most physical-work specs are collectable within weeks, priced per hour of validated capture.
72 hrs
FEASIBILITY ANSWER
2–6 wks
FIRST DELIVERY
100%
CONSENTED CAPTURE
Per-hr
VALIDATED PRICING
Catalog / Physical & embodied
All verticals ↗First-person capture across sanforizing, stitching, and QC stations. Pose and process-step labels included.
Overhead + wrist-cam capture of loom setup, threading, and fault recovery across 3 production lines.
Egocentric video of skilled steelworkers: plasma cutting, MIG welding, fit-up. PPE-region anonymization in progress.
On-site capture of residential and industrial plumbing work: leak diagnosis, repair, verification. Collected to your task list.
Certified electricians on live installs and fault-finding: hands, tools, meters, and decision points.
Standing capture rigs across five factories: textile, denim, steel. Refreshed weekly with new runs and workers.
