Abundance

The capture layer for Physical AI.

Abundance is the complete platform for collecting first-person, multimodal demonstration data. Our hardware and software work together as a single pipeline, capturing what your experts see and delivering it as training-ready data.

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A3 capture module
Contributor capturing in the field

Introducing the A3 and A4 capture wearables

Together they capture each demonstration in full and in sync — light enough for a full shift and precise enough to train on.

Light enough for
an 8-hour shift.

33g
Bare module

No straps, no wire — the lightest config in the line. Light enough to forget.

Bare moduleInside the A3Full rig

Our platform connects it all

Hardware, a contributor app, and the APS operations platform — one system that carries a session from the moment of capture to training-ready data.

Abundance Perception Service
Abundance Perception ServiceQA, operators, and payouts.
A3 Headset
A3 HeadsetEgocentric RGB, 240Hz IMU.
Operator App
Operator AppPair, capture, and upload.
A4 Hand Sensors
A4 Hand SensorsStereo vision and force capture.

Raw capture in,
training data out.

rec · field unit A3chunk 28/79
REC 01:54:00:0030 FPS · IMU 240 Hz
imu · 6-dof
Pass 00 · flag 00

A vision model reviews every chunk - lighting, hands, productive work. Humans audit these flags.

per hand · verb · object · timing
21keypoints / hand61MANO params6 DoFwrist twist0–1joint confidence

Compare the line.

FeatureA3Mono + IMUA4Stereo + IMU
SensorMono RGB · rolling shutterStereo RGB · global shutter
Resolution1920×1080 (2MP)1920×1200 (2MP)
Frame rate30fps · constant30fps · constant
DFOV150°150°
Distortion10%14%
Color depth8-bit8-bit
CodecH.264 · IPPPH.264 · IPPP
Bitrate4–20 Mbps4–20 Mbps
IMU240Hz · 6-DoF300Hz · 6-DoF
Sensor sync<1ms · IMU–video<1ms · all sensors
Hand tracking~40mm~20mm
Tactile glovesNoPer-fingertip force · 12-bit
MicrophoneUSB Audio Class · 48kHzUSB Audio Class · 48kHz
ConnectivityWiFi 5GHz P2P + USB-CWiFi 5GHz P2P + USB-C
StorageExternal SD or offload through phone clientExternal SD or offload through phone client
Weight33g56g (130g with board)
Dimensions85 × 40 × 38 mm105 × 56 × 29 mm

Proven in the field.

Not a prototype. Abundance devices are capturing real demonstrations across the world right now.

15,000+
devices deployedIn the field today
7+
countriesAnd counting
33g
lightest configNo straps, no wire
300 Hz
IMU samplingVIO-grade motion

Build the data layer
for physical AI.

Robots learn from people. We capture the lessons.