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Training Data for Physical AI

Video is just photons over time, possessing no inherent meaning. We create ultra-high-quality, signal-rich video datasets to give your model the performance edge it needs.

SAM 3

Binary masks require manual edge refinement

Slapshot

Production-ready soft mattes with hair detail

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Three Offerings

Semantic

Video-language-action processing that makes existing libraries searchable - tagged by scene, action, and edge case.

Spatial

Segmentation and depth that give video 3D structure - frame-accurate masks and geometry your model can reason over.

Synthetic

Programmatic generation of novel datasets in Houdini - photoreal video, labels baked in, for cases too costly to capture.

Who We Serve

Three Customer Types

Robotics & Physical AI Companies

Synthetic data to simulate the rare edge cases that are too dangerous or expensive to collect - so you can train and stress-test perception and policy before anything is built or deployed.

Frontier Research Labs

Synthetic and spatially enriched data pipelines - frame-accurate masks, depth, motion, and semantic labels at the scale and fidelity foundation and world models require.

Content Owners

Turn existing video libraries into usable, rights-ready training data - structured, enriched, labeled, and searchable.

Built for the Demands of Frontier Model Training

Specific Use Cases

Custom Taxonomies & Labels

Frame-level action ontologies designed to your spec, not off-the-shelf.

Advanced Object Segmentation

Instance and panoptic masks at pixel fidelity, with occlusion and identity tracking.

Pose & Kinematic Estimation

Full-body, hand, and end-effector pose at 30+ fps with sub-joint precision.

Depth & 3D Spatial Grounding

Per-frame monocular depth, camera tracks, and scene geometry aligned to RGB.

Egocentric & Multi-View

First, third, or synchronized multi-camera datasets for VLAs and world models.

Synthetic Augmentation

Generative coverage of rare events, distribution gaps, and controlled perturbations.

Tell us what you're training.

From brief to first delivery in days, not quarters. Enterprise NDA before any data moves.