Physical AI Data Infrastructure

The Data Infrastructure for Embodied AI.

We provide the high-fidelity physical interaction data that next-generation robots need to learn. Our decentralized platform combines specialized hardware with automated validation to turn human movement into training-ready datasets.

KINEMATIC_TRACKFORCE_VECTORJOINT_STATE26-DOF @ 120Hz

Robots Can't Learn from Text Alone.

While digital AI thrives on internet-scale data, Embodied AI is stuck. Building robots that can truly manipulate the world requires precise physical data — kinematics, force feedback, and spatial tracking.

Currently, this data is trapped in expensive, isolated labs, creating a bottleneck for the entire industry. Lumebotics is building the infrastructure to break it open.

Internet-ScaleText Data~Terabytes / dayABUNDANTvsPhysicalInteraction Data~Gigabytes / yearSCARCE175+ ZB by 2025Barely exists

From Human Movement to Machine Intelligence.

Three integrated layers — hardware, platform, and network — that together form the end-to-end supply chain for physical interaction data.

Specialized Hardware

High-fidelity tracking gloves and adaptive grippers designed for accessible, precise data capture without the complexity of industrial rigs.

Automated Validation Platform

Our proprietary engine uses SLAM, VLMs, and kinematic checks to automatically verify data quality, scrub PII, and segment tasks — turning raw video into structured tokens.

Distributed Operator Network

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

Production-Grade Data Pipelines for Robotics.

Every dataset produced on our platform passes through five automated layers designed for production AI workloads.

Real-Time SLAM & Mapping

Generates precise 3D environmental context for every interaction, anchoring hand motion to real-world geometry.

Kinematic & Force Tracking

Captures sub-millimeter hand trajectories and haptic feedback at 120Hz — full 26-DOF skeleton with per-joint contact states.

VLM-Powered Segmentation

Automatically identifies and labels distinct tasks within continuous streams — no manual tagging required.

Automated Quality Gates

Algorithmic validation ensures only training-grade data enters the marketplace. Anomalous captures are rejected before delivery.

Enterprise Security

Built-in PII scrubbing and clean legal provenance for HIPAA/GDPR compliance — enterprise-ready from day one.

Powering the Foundation Models of Tomorrow.

Scale VLA Training Data

Scale your VLA model training with diverse, real-world manipulation data. Lumebotics delivers standardized datasets of grasping, tool-use, and dexterous manipulation at the volume foundation models need.

26-DOF
Hand Fidelity
120Hz
Capture Rate
RLDS
Output Format

Earn by Teaching Robots.

Join our network of skilled operators. Use our hardware to record everyday physical tasks from home. Our platform validates your work instantly, and you get paid directly for every hour of high-quality data you contribute.

No robotics experience needed. We supply the hardware, task queue, and onboarding. You provide the hands.

Operator Dashboard● LIVEEARNINGS (MTD)$340↑ +18% vs last monthQUALITY SCORE97.4%AVAIL. TASKS123 high-priorityWEEKLY EARNINGSW1W2W3W4W5W6W7$96 this week

Building the Standard for Physical Data.

Now

Team & Prototype

Team assembled with expertise from IBM, Microsoft, and Experian. V1 Hardware prototyped and tested with initial operator cohort.

Q3 2026

V2 Hardware Production & Platform Launch

Production hardware shipped to operators. Automated validation platform live. First datasets delivered to pilot partners.

Q4 2026

150 Active Operators & First Proprietary Datasets

Operator network reaches 150. First proprietary domain-specific datasets available for licensing.

2027

Enterprise SaaS & Global Marketplace

Enterprise SaaS tier with custom dataset curation. Global marketplace for standardized benchmark collections.

Top-Tier AI Lab A
Foundation Model Co. B
Robotics Research C
University Lab D
Embodied AI Startup E
Industrial Robotics F

What the Data Looks Like.

A preview of the multi-modal data streams Lumebotics captures and processes — joint keypoints, force heatmaps, and 3D trajectories. Full interactive demo coming soon.

Interactive Demo — Coming SoonJOINT_KEYPOINTS21 keypoints · 26 DOFFORCE_HEATMAPpeak: 12.4N · avg: 4.8NTRAJECTORY_3DX→ time (1.2s episode)v=0.42 m/s

Ready to Bridge the Physical-Digital Divide?

Whether you're training foundation models, building robot policies, or want to join our operator network — start here.