Embodied AI Data Service Provider

A company whose main business is collecting, labeling, and selling training data for robot companies.

This describes a company whose main business isn't selling robots or models, but supplying training data to embodied-AI companies. Its work includes building data-collection sites, hiring data collectors to gather demonstrations using teleoperation, motion capture, data gloves, or handheld grippers; cleaning the data, breaking it into subtasks, adding language labels, and running quality checks; and delivering by the hour or by the clip, or selling ready-made datasets or collection equipment outright. This role exists because imitation learning needs large volumes of real-robot data, and building an in-house collection team is expensive and slow for a robotics company. It's the robotics-era counterpart to a labeling company like Scale AI in the large-language-model era. When evaluating a provider, the main things to check are its data format, whether its collection hardware matches your own robot, and what share of the data is actually usable.

ExampleA robotics company that wants a clothes-folding skill outsources it to a data provider, which uses a matching robot arm to teleoperate several hundred hours of demonstrations at its collection site, labels the subtasks, and delivers the data in LeRobot format.

Also called

Data Collection Service Provider

Related

Data Collector (Teleoperator) · Embodied AI Training Ground (Robot Data Collection Center) · Data Annotation · Data Quality Control · Scale AI · Valid (Usable) Data

Sources

数据决定上限：25家国内具身智能数据采集厂商盘点（艾邦机器人） (Chinese)
钛媒体：机器人还没学会做家务，卖数据的已经先赚到了钱 (Chinese)
Wikipedia: Scale AI

As of

2026-09