EGOCENTRIC DATA COLLECTION · PAKISTAN

Now collecting real-world data in Pakistan.

Not a lab, a working floor. People at real workplaces and in real homes wear a head-mounted camera and do their normal work. You get first-person footage of real skills at real speed, captured to your spec and annotated by our own team.

2
ENVIRONMENTS LIVE
2
MORE ONBOARDING
200+
IN-HOUSE ANNOTATORS
COLLECTION SITE 01

Commercial printing press

Operators set up, run and inspect a commercial press while wearing the camera. Two-handed, repetitive work around heavy machinery, filmed during a real shift.

CAPTURING NOW
SITE FILM

A walkthrough of the press floor, the operators' own head-mounted footage, and how a captured clip turns into labelled training data.

  • Sheet handling
  • Press setup
  • Print inspection
PRESS 01Fanning printed sheets to inspect them
PRESS 02Squaring a stack of printed sheets
PRESS 03Checking pages through a printed stack
PRESS 04Lifting the press guard
PRESS 05Working on the press rollers
COLLECTION SITE 02

Household kitchens

Everyday kitchen work filmed at home: pans, glasses, bowls and plates washed at the sink. Bimanual handling of wet, reflective and transparent objects, the kind household robots struggle with.

CAPTURING NOW
HOME 01Cleaning a frying pan with soap and water
HOME 02Washing a glass and setting it on the rack
HOME 03Scrubbing and rinsing a plastic bowl
HOME 04Rinsing a bowl, then washing a plate under the tap
EXPANDING

Where we are going next

The same capture setup and review standard, taken to new kinds of work.

ONBOARDING
Poultry farms

Working sheds where routine animal-care tasks repeat across long shifts.

ONBOARDING
Salons

Close-range grooming work, where fine hand skills are performed on people rather than objects.

YOUR SITE
Need a specific environment?

Tell us the setting and the tasks. We scope it with you and send operators to capture it.

Talk to us →
HOW IT WORKS

From site to training data

01
Scope

Choose the environments, tasks and hours you need, along with resolution, frame rate and field of view.

02
Capture

Operators wear a head-mounted camera and do their normal work, so the footage shows real skills at real speed.

03
Check

Footage is reviewed against your spec before delivery: framing, hand visibility and task coverage.

04
Annotate

Optional. Our in-house team cuts footage into atomic-action clips with per-hand descriptions.

Annotation runs through the same four-review pipeline as our live VLA program. See the pipeline →

Collecting for your robot? Let's talk.

Tell us the environments, tasks and hours you need. We will scope a pilot collection and show you sample footage from a matching site.

Start a collection pilot