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.
Raw Capture
Multi-modal data collected from real-world operator sessions via Lume hardware.
Automated Cleaning
PII scrubbing, anomaly detection, and quality gates filter unusable captures.
SLAM Reconstruction
Trajectory mapping and 3D environment reconstruction anchor every interaction.
Annotation & Segmentation
VLM-powered task segmentation and kinematic validation produce structured labels.
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.
Raw Data
High-precision multi-modal captures straight from the field.
Processed Data
Cleaned, reconstructed, and annotated datasets ready for training pipelines.
Curated Collections
Premium domain-specific datasets curated for foundation model workloads.
Industry-Leading Data Coverage
Lumebotics' database covers diverse application scenarios, accumulating high-fidelity embodied intelligence data for the robotics industry.
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.


