DataPacks

Quality datasets built to close real model performance gaps.

Search our full catalog or browse production-ready DataPacks below—each engineered around a specific model-performance gap.

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Read why we organize training data around model gaps →
First-person household task footage showing real-world interaction cues for embodied AI training.

DataPack

EgoCentric — Household Tasks

Train embodied AI and spatial systems to understand first-person household tasks — navigation context, object interaction, room transitions, and real-world environmental cues.

First-person warehouse footage showing box handling, conveyor movement, pallets, and sensor metadata for physical AI logistics training.

DataPack

EgoCentric — Industrial

Train physical AI systems to understand first-person industrial workflows — material handling, boxing, palletizing, load transfer, workstations, and structured logistics environments.

First-person hotel service footage showing guest areas, spatial navigation paths, and service workflows for commercial robotics training.

DataPack

EgoCentric — Commercial Hotel

Train robots to understand fast-moving commercial service environments — human interaction, guest areas, spatial navigation, service workflows, and dynamic shared spaces.

CCTV and fixed-camera operational video showing retail activity, POS workflows, stock rooms, parking areas, and multiview surveillance context.

DataPack

CCTV Surveillance & Operational Intelligence

Train models to understand fixed-camera operational video — employee activity, POS workflows, stock rooms, parking, trajectories, and multiview event context.

Cinematic lighting interface showing exposure, color, and illumination controls for model training.

DataPack

Lighting Dynamics

Train models on cinematic lighting behavior, from source direction and exposure shifts to dramatic key setups, practicals, specialty effects, and scene-level illumination changes.

Scene understanding interface showing people, objects, and spatial relationships across a monitored environment.

DataPack

Scene Understanding

Strengthen model reasoning around scene composition, object relationships, environmental context, and what’s happening across space and time.

AI interface showing scene relationships, object states, semantic nodes, and temporal state-change cues.

DataPack

Physical AI State Tokens

Help models understand environmental context, object state changes, temporal continuity, and the semantic cues that make scenes coherent.

Developer workstation showing code, web app screens, and AI usability diagnostics on an ultrawide monitor.

DataPack

Vibe UX Coding & Usability

Train AI coding assistants on real UX implementation patterns, interaction logic, debugging workflows, and front-end problem solving grounded in production behavior.

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