Physical AI Data Infrastructure

Building the Standard for Physical Data.

Human-centric data infrastructure for embodied AI — combining specialized hardware, the Lume Data Pipeline Platform, and a distributed operator network into a single end-to-end supply chain.

From Human Movement to Machine Intelligence

Capture, process, and deliver training-ready physical interaction data — without building an internal data operation.

Specialized Hardware

Lume Ego, Finger, and Glove capture ego-centric video, dexterous manipulation, and full-hand kinematics — portable devices built for real-world operator sessions.

Automated Validation Platform

Lume Data Pipeline Platform uses SLAM, VLMs, and kinematic checks to verify data quality, scrub PII, and segment tasks — turning raw capture into structured training data.

Distributed Operator Network

A global workforce of skilled individuals who wear our hardware and perform tasks, paid directly in fiat upon successful data validation.

Ego, Finger & Glove

A complete hardware stack for embodied AI data collection — from ego-centric viewpoint logging to dexterous hand capture. Every device outputs synchronized, training-ready multimodal data.

Data Pipeline & Governance

From raw data to usable models, every step is automatically processed — shortening the model iteration cycle from months to days.

01

Raw Capture

Multi-modal data collected from real-world operator sessions via Lume hardware.

02

Automated Cleaning

PII scrubbing, anomaly detection, and quality gates filter unusable captures.

03

SLAM Reconstruction

Trajectory mapping and 3D environment reconstruction anchor every interaction.

04

Annotation & Segmentation

VLM-powered task segmentation and kinematic validation produce structured labels.

05

Model-Ready Export

Datasets delivered in RLDS and custom formats, ready for VLA and policy training.

Tiered Data Services

Choose from three service levels — from raw field capture to fully processed, AI-ready datasets in the Lumebotics marketplace.

Pro

Raw Data

High-precision multi-modal captures straight from the field.

Max

Processed Data

Cleaned, reconstructed, and annotated datasets ready for training pipelines.

Industry-Leading Data Coverage

Lumebotics' database covers diverse application scenarios, accumulating high-fidelity embodied intelligence data for the robotics industry.

50+
Application Scenarios
10K+
Hours of Data
100TB+
Data Volume

Capture → Process → Deliver

Lume hardware feeds directly into the Lume Data Pipeline Platform for automated cleaning, SLAM reconstruction, and annotation — then into the Data Market as training-ready datasets.