The Global Archive of Human Skill
We are the bridge between expert human labor and embodied AI. We operate the world's largest specialized network of physical operators and digital experts to capture ground-truth data with full domain context.
- Physical Operators
- Digital Experts
- Ground Truth
Sourced Responsibly.
Curated Rigorously.
We don't just scrape the web. We build relationships with expert operators. Our platform ensures that every data point comes from a verified human expert, providing the high-fidelity signal your foundation model needs.
Don't train your AI on generic internet noise. Train it on expert reality.
The Guild Model
We organize our collectors into 'Guilds' based on skill. Need welding data? We activate the Welder Guild. Need accounting workflows? We activate the Finance Guild.
Diverse Embodiment
Data collected across 50+ countries, ensuring your model is robust against different lighting conditions, cultural object differences, and UI languages.
Privacy First
PII redaction at the source. Face blurring and text masking pipelines built-in before the data ever hits your server. Sourced responsibly, curated rigorously.
The Physical & Digital Grid
We don't simulate work. We capture it on the job site and in the office.
The Physical Grid
Real World, Real Physics
We deploy vetted human collectors into specific industrial environments to capture high-fidelity, multi-sensory data that labs cannot replicate.
Manufacturing & Logistics
Assembly lines, bin picking, forklift ops. Capturing the "muscle memory" of skilled technicians.
Agriculture & Field Work
Harvesting, pruning, heavy machinery. Variable lighting, weather, and organic objects.
Domestic & Service
Laundry, cleaning, elder care. Navigating chaotic, unmapped home environments.
USP: Multi-Sensory Annotation (Depth, Tactile, Audio, Gaze)
The Digital Grid
Enterprise Logic, Decoded
We capture the "Process Logic" of the modern enterprise. We don't just record screens; we record the decision trees of knowledge workers.
Legacy Enterprise (ERP/CRM)
SAP, Salesforce, Oracle. Teaching agents to handle the "ugly," non-API interfaces.
Complex Analysis
Financial modeling, reconciliation. Capturing the reasoning between the keystrokes.
Generalist Web
Research, purchasing, logistics. Handling dynamic DOMs and auth walls.
USP: The Domain Layer (Vetted Pros, Not Amateurs)
Multimodal Fidelity
We don't just capture video. We capture the complete context of human action—physical and digital—synchronized to the millisecond.
Egocentric Video
High-resolution 4K, 60fps first-person perspective video that captures the nuances of human motion and object manipulation in real-world environments. Essential for training vision-based policies.
IMU & Motion
Millisecond-synchronized 9-axis inertial measurement unit data providing precise kinematic ground truth for every movement, rotation, and acceleration.
Screen Interactions
Complete capture of digital workflows including UI navigation, mouse clicks, and keyboard inputs, enabling agents to bridge the physical-digital divide.
Input Traces
Raw, unprocessed streams of human control inputs. Perfect for imitation learning, behavior cloning, and fine-tuning foundation models on expert human demonstrations.
The Pipeline for Embodied AI
From raw human behavior to structured training data, our infrastructure handles the complexity so you can focus on the model.
Capture
We deploy specialized hardware kits and autonomous software agents to expert human operators across diverse environments, ensuring a wide distribution of real-world scenarios.
Process & Clean
Our pipeline automatically ingests and synchronizes multimodal streams. We apply rigorous PII redaction, quality filtering, and deduplication to ensure every frame is training-ready.
Annotate & Align
We combine AI-assisted labeling with expert human review to generate fine-grained action descriptions, language-aligned instructions, and semantic segmentation masks.
Deliver
You receive structured, ready-to-train datasets formatted for immediate consumption by foundation models and robotic learning frameworks.
Ready to Train the
Next Generation?
Join the pioneers building the future of embodied intelligence. Get access to the world's largest dataset of high-fidelity human behavior today.