The veinbetween skilledhands androbots.

We capture how skilled people work on real shop floors, through first-person recordings and teleoperated robots, and turn it into training data for robotics and physical AI.

Robots learn from demonstrations. There aren't enough real ones.

Robotics models need huge amounts of human manipulation data from real environments. Lab recordings and simulation miss the clutter, the variety and the small tricks that make real work succeed.

Recorded at real work

Working production lines, assembly cells and shop floors, with real parts, real tools and real time pressure.

Done by experts

The people we record do these tasks every day. Their movements carry the corrections that make a task work.

Labelled step by step

Every recording is annotated, so a model learns what was done at each step, with which tools, and whether it worked.

What we capture

Two ways in: skilled workers recorded during their normal shifts, and expert operators guiding robots remotely. Either way, you get clean, labelled episodes with every stream on one timeline.

First-person video

Filmed from the head or chest, close to where a robot's own cameras sit.

Hand tracking

How the hands move, reach and grip, aligned to the video frame by frame.

Annotation

Each task split into steps and described, with objects, tools, successes and failures marked.

Teleoperation

Expert operators control robots remotely through real tasks, producing demonstrations recorded on the robot itself.

Any other signal

Depth, motion, force or whatever else your model needs. We add the sensors to fit the task.

Specialised in manufacturing. Any type of data.

We focus on manufacturing: production lines, assembly cells and workshops, where skilled hands do the work robots are being built for. From human demonstrations to teleoperated robot runs, we capture whatever data your model needs.

Every collection is built around the tasks your robot needs to learn. Tell us what they are.

Who we work with

AI and robotics companies

Real-world manufacturing data to train your models, collected and labelled for you.

Request a sample

Factories

Earn extra income from the skilled work your team already does, with no change to how you work.

Become a capture site

From shop floor to training set

  1. Scope

    We agree on target tasks, volumes and file formats with you.

  2. Capture

    We record skilled workers during normal shifts, or have operators run the task on robots remotely.

  3. Annotate

    Footage is split into steps, labelled and checked.

  4. Deliver

    You receive clean, synchronized episodes, ready for training.

Consent, privacy and quality come first

Informed consent
Every worker opts in, knows how their data will be used and is paid for their time.
Privacy by default
Faces, screens and identifying details are blurred or removed before delivery, with GDPR-ready processes.
Checked before it ships
Each episode is reviewed for sync, completeness and label accuracy.

Let's talk data.

Training a robot, or running a team of skilled workers? Tell us what you need and we'll reply within two working days.

contact@aderindustries.com