For Human
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Tier-1 Foundational Data Access

For HumanFor Robots

First-person video from tier-1 factories, mines, packaging lines and cleanrooms nobody else gets into — labeled, packaged, and ready to train the next generation of embodied AI.

Scroll · Initiate Sequence
+ FACTORIES+ MINES+ MANUFACTURING+ PACKAGING LINES+ WAREHOUSES+ CLEANROOMS+ REFINERIES+ SHIPYARDS+ FARMS+ KITCHENS+ WORKSHOPS+ LOGISTICS HUBS+ FACTORIES+ MINES+ MANUFACTURING+ PACKAGING LINES+ WAREHOUSES+ CLEANROOMS+ REFINERIES+ SHIPYARDS+ FARMS+ KITCHENS+ WORKSHOPS+ LOGISTICS HUBS
[01] THE CAPTURE

Zero-Latency Egocentric

We deploy specialists with 4K-stereo head rigs into active industrial hubs — capturing the nuance of human manipulation in zones nobody else accesses.

[02] THE LABELING

Semantic Precision

Frame-synchronized 3D skeletal tracking, object affordance mapping, phase + action segmentation — labeled by trained operators, not crowd-sourced.

[03] THE DELIVERY

Model-Ready Bundles

Formatted for Open X-Embodiment, LeRobot, WebDataset or your custom schema. 14 days median from capture to your pipeline.

About // 00

Operators in the room.
Not behind a screen.

For Human is a global capture network embedded inside tier-1 environments — factories, mines, manufacturing and packaging lines that nobody else gets into.

We hold the NDAs, the union sign-offs, the safety clearances and the PPE. Your team never leaves the lab. You get the data — phase-labeled, action-segmented, and shaped for the architecture you're training.

14
countries
120+
tier-1 sites
3,847h
captured
30 fps
hand-pose
Environments // 01

Tier-1 sites,
on the record.

Six capture sprints across India's industrial backbone. All captured inside tier-1 sites under NDA.

Auto Assembly
CAM_01 · Chennai, IN
● REC
[SITE 01]2026

Auto Assembly

1,200 hrs of egocentric capture inside a tier-1 OEM line — torque sequences, fitment checks, defect calls — phase-labeled.

AutomotiveTool UseLong-HorizonRequest Sample
Deep Mine Ops
CAM_02 · Jharia, IN
● REC
[SITE 02]2026

Deep Mine Ops

First-person ops from active coal drift — drilling, charging, haul-truck inspection — under low light, heavy PPE.

MiningHeavy EquipHostile EnvRequest Sample
Pack & Dispatch
CAM_03 · Bhiwandi, IN
● REC
[SITE 03]2026

Pack & Dispatch

3,000+ pick-pack-ship cycles across two fulfillment centers — bin scanning, taping, label placement, conveyor handoff.

LogisticsPackagingSpeedRequest Sample
Cleanroom SMT
CAM_04 · Bengaluru, IN
● REC
[SITE 04]2026

Cleanroom SMT

Precision PCB handling inside a class-1000 line — placement, inspection under scope, anti-static handoff.

ElectronicsFine MotorCleanroomRequest Sample
Workshop Build
CAM_05 · Pune, IN
● REC
[SITE 05]2025

Workshop Build

Bench-level assembly with calipers, screwdrivers and jigs — high-fidelity hand pose, second-person verification track.

WorkshopAssemblyRequest Sample
Commercial Kitchen
CAM_06 · Mumbai, IN
● REC
[SITE 06]2025

Commercial Kitchen

Live service line — chopping, plating, pass — multi-operator, sub-second action segmentation.

FoodManipulationRequest Sample
Capture stack // 02

What ships in the box.

RIGStereo 4K · 60° FOV · global shutter
SENSORS9-DoF IMU · binaural audio · hand-pose @30fps
LABELSPhase · action · tool · object · failure modes
FORMATSWebDataset · LeRobot · Parquet · MP4+JSON
TURNAROUNDCapture → delivery in 14 days median
LICENSINGPer-hour · per-task · exclusive packs
Initiate contact // 03

Let's talk capture.

Tell us the environment and the task. We'll scope a capture sprint at the nearest tier-1 site and ship model-ready data.

info@forhuman.in

Response within 1 business day