Physical is a research data company for the physical world. Our mission is to accelerate a future where embodied intelligence unlocks physical abundance.
Clarify the capability you want to unlock, the environments that matter, and the metrics that prove success.
Design sensor payloads, fixtures, and data pipelines that meet your fidelity requirements without slowing execution.
Mobilize trained crews who set up, calibrate, and start collecting in days—not quarters—anywhere you need coverage.
Use teleoperation, scripted routines, and rapid feedback loops to steer collection as new scenarios emerge.
Run calibration checks, automated QA, and expert labeling to create balanced, high-signal datasets.
Provide secure deliveries, integrations, and refreshes so your models keep improving with every deployment.
Teams pushing embodied AI forward rely on Physical for rapid field execution, diverse scenario coverage, and production-ready data that keeps programs ahead of schedule.
Mobilize experienced crews, mobile labs, and edge compute to capture RGB, depth, tactile, and telemetry streams aligned with your roadmap.
Prototype custom rigs, fixtures, and calibration routines—and prove they meet spec before they ever leave the lab.
Combine human expertise and model-in-the-loop workflows for rich labels, validation reports, and delivery packages ready for training pipelines.
Align on the model targets, sensor stack, and success metrics that will differentiate your system.
We design custom hardware, integration, and teleop workflows to capture the right edge cases at scale.
Field teams execute, teleop guides the data, and we loop in your researchers on what's landing.
Receive labeled drops, integration support, and rolling refreshes so your models keep improving. Book a call to scope your next collection.