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Robotics & Physical AI

Multimodal data creation for Physical AI.

We record how people move, handle objects, and work in real settings, capturing synchronized video, audio, and sensor data in our studios and in the field.

Physical AI Data Services Consultation

Robotics technician calibrating a robot arm
What we provide

Novel data collection and annotation services

Physical AI needs data that simulation can't generate and crowdsourced collection can't reach. HumanSignal designs and runs bespoke collection programs in our secure studios, on-site at your facility, and in the field. Every dataset arrives aligned to your training pipeline.

Vision and audio

Multi-camera video

Synchronized RGB streams, calibrated and time-aligned.

Egocentric video

First-person head and wrist cameras at 1080p and higher.

LiDAR and 3D point cloud

Full-resolution and merged scenes, sensor-fused with RGB.

Audio

Spatial, multi-channel, and ambient recordings.

Sensors and telemetry

IMU and wearable sensors

Body-worn motion, force, and tactile capture.

Time-series and telemetry

Robot state, joint angles, and control signals.

Hand-object manipulation

Grasp, contact, and fine motor task capture.

MCAP and ROSBAG native

Recorded in the formats your stack already uses.

Intent and reinforcement

Intent labeling

Goals, sub-tasks, and decision points behind actions.

VLA datasets

Paired vision, language, and action for VLA training.

Reinforcement and sim annotation

Reward, success, and failure labels for sim-to-real.

Trajectory segmentation

Demonstrations split into labeled skills and task phases.

Why HumanSignal

The expertise for demanding data sets.

Secure, on-site facilities

Controlled labs for prototype devices, protocol design and piloting. Large-scale workforce ready for collection.

Global operator network across labs and the field

Trained operators across labs and the field, scalable to long-horizon collection campaigns.

Data scientists collaborating

Deep operational expertise for complex projects

Novel data creation, edge cases, failure modes, diversity requirements, at scale.

HumanSignal data monitoring interface

Where available data ends, our work begins.

HumanSignal: the partner for your hardest data problems.

Physical AI Data Services Consultation