Building the human layer.
We scale real-world data capture through precision teleoperation and a global workforce built for robotics.
Professional rigor with human-scale empathy.
We combine world-class operator training, systemized QA, and safety-first governance to deliver reliable data at enterprise scale.
Program Integrity
Every workflow is governed by repeatable protocols, calibrated annotations, and third-party audits.
Global Sourcing
Distributed teleoperators with localized teams ensure coverage across time zones and domains.
Model Alignment
We co-design datasets with model teams to keep ground truth, training, and inference aligned.
Signal Density
Captures with multi-sensor telemetry to maximize signal per operator minute.
Human Labor at Scale.
Rapid scaling of our teleoperation workforce ensures a continuous, high-volume pipeline of structured kinetic data.
Custom Sensor Hardware.
Proprietary capture rigs engineered for zero-loss human kinematic translation. Every joint, force, and visual field is recorded with absolute precision.
Head-Mounted Cameras
Operators wear head-mounted cameras synced with the sensor gloves, perfectly matching visual input with physical exertion.
Custom 5-Finger Gloves
We designed and built custom gloves to capture ground-truth joint angles and contact forces directly at 5-DOF.
Multi-Modal Integration
Vision, action, and force fused into one holistic dataset. Retargetable to lower DOF hardware like standard grippers.
Teleoperation in the wild.
Watch real-time annotation capture and multi-sensor synchronization in action. This reel highlights how our operators convert noisy environments into structured training data.
Task Selection Matrix.
We don't just collect data; we engineer it. Our systematic approach ensures complete coverage of operational parameters, focusing human effort precisely where synthetic data falls short.
EDGE-CASE IDENTIFICATION
Algorithmic targeting of sparse-data domains to intentionally train outlier scenarios.
DIVERSITY INJECTION
Systematic variation of environmental, lighting, and object parameters to ensure robust generalization.
COVERAGE VALIDATION
Real-time mapping of collected data against theoretical requirement matrices.
Designed to scale with the robotics industry.
Our roadmap balances rigorous data governance with rapid expansion into new modalities, industries, and deployment geographies.
Factory launch
Established baseline teleoperation lab and first robotics pilots.
Multi-modal expansion
Rolled out synchronized vision, tactile, and proprioceptive capture.
Global operator grid
Scaled to three hubs with 24/7 coverage and QA automation.
Enterprise programs
Operational readiness for regulated robotics and logistics partners.
Operators, engineers, and mission builders.
A cross-functional team spanning autonomy research, enterprise operations, and workforce design.
Yash Sinha
Founder
Marco Singh
Head of Data Programs
Elena Rivera
Director of QA Systems