Embodied intelligence, grounded in reality

Better robots start with better data.

Task-specific collection, expert annotation, and motion capture systems for humanoid robots and embodied-AI models.

RGB-DSynchronized multi-view capture
6DoFBody, hand & object motion
QAHuman-verified annotations

The physical world, made learnable

From human motion to machine intelligence.

We build task-specific data engines for embodied AI—capturing real interactions, aligning every sensor, and transforming complex behavior into signals your models can learn from.

01COLLECT

Real-world demonstrations

Human operators, target objects, and the edge cases that define your task.

RGB-D · MOTION · AUDIO
02ALIGN

One calibrated timeline

Body, hand, object, camera, and event signals synchronized precisely.

6DoF · CONTACT · TRAJECTORY
03ANNOTATE

Human-verified meaning

Actions, language, outcomes, grasp events, and skeleton QA.

SEMANTICS · EVENTS · QA
04DELIVER

Training-ready outputs

Versioned, documented datasets formatted for your learning stack.

ROS 2 · MCAP · HDF5

One data partner.
The complete pipeline.

02

AI labeling & annotation

High-fidelity labels created by trained teams and checked against your ontology, temporal tolerances, and acceptance criteria.

  • Action & phase segmentation
  • Grasp, contact & object events
  • Language descriptions & QA
03

Motion capture systems

Devices and integrated capture solutions for repeatable full-body, hand, and object motion—configured for robotics workflows.

  • Hardware selection & deployment
  • Calibration & synchronization
  • Retargeting-ready outputs

Every signal,
in sync.

Multimodal episodes aligned on one timeline and delivered in the schema your training stack expects.

ROS / ROS 2MCAPHDF5JSONCustom
01VisionEgocentric · multi-view · depth
02MotionBody · hands · objects · 6DoF
03InteractionGrasp · contact · trajectories
04SemanticsActions · language · outcomes
05QualitySkeleton QA · calibration · validation

Built for the real world.

01

Pick, place & sort

Object-level manipulation across varied poses, bins, totes, and shelves.

02

Warehouse handling

Packages, packing, loading, unloading, and general logistics workflows.

03

Tool use & HRI

Dexterous tool use and rich human-object interaction sequences.

04

Long-tail recovery

Failures, perturbations, retries, and rare cases that make policies robust.

Capture hardware.
Integrated.

We supply motion capture devices and engineer end-to-end systems around your space, throughput, fidelity, and budget.

  • Device consultation and procurement
  • Multi-sensor time synchronization
  • System calibration and deployment
  • Operator training and workflow design
  • Ongoing technical support
Discuss your capture setup

Your task. Our data engine.

  1. 01

    Define

    Tasks, environment, objects, ontology, and success criteria.

  2. 02

    Pilot

    Free customized samples to validate quality and format.

  3. 03

    Scale

    Managed collection and annotation with live quality controls.

  4. 04

    Deliver

    Versioned, documented outputs ready for training and evaluation.

Let’s build the data your robot needs next.

Tell us about your target tasks and data priorities. We’ll propose a collection plan and prepare a few free customized samples for your team to evaluate.

hello@duckydata.com

We’ll respond from hello@duckydata.com within two business days.