Data and Deployment
for a Billion Robots

Backed by Y Combinator

01. Egocentric Data

Real work in real
world environments

Capture the most diverse egocentric data from real workplaces. Every frame includes hand and body pose, depth, and subtask annotations. This makes egocentric video directly usable for robotics.

Hand and body pose
Depth and subtask annotations

02. Robot Data

Real robots in
real workplaces

Collect robot trajectories directly in real workplaces through our network of industry partners. High-quality, embodiment-specific real-world data to fine-tune on top of foundation models.

Robot trajectoriesReal workplaces
Robot Data for Fine-Tuning

03. Harness

Human-in-the-Loop
Rollouts and Evals

Support real-world rollouts with human oversight. Capture recovery data for edge cases and create a continuous data flywheel. Every deployment adds experience that feeds back into training.

Human oversight
Recovery data for edge cases

We capture egocentric data and robot trajectories from real workplaces, and support real-world deployment with human oversight.

Egocentric Data

Egocentric Data for Robotics World Models

Capture the most diverse egocentric data from real workplaces. Every frame includes hand and body pose, depth, and subtask annotations. This makes egocentric video directly usable for robotics.

Robot Data

Robot Data for Fine-Tuning

Collect robot trajectories directly in real workplaces through our network of industry partners. High-quality, embodiment-specific real-world data to fine-tune on top of foundation models.

Harness

Human-in-the-Loop Rollouts and Evals

Support real-world rollouts with human oversight. Capture recovery data for edge cases and create a continuous data flywheel. Every deployment adds experience that feeds back into training.