Data operations · under Leviathan Group
OmniSource sources, annotates, engineers and quality-controls the real-world data behind robotics, foundation-model and industry AI programs. Buy an existing data pack, commission new data for a specific task, or hand us your own data to process and operate continuously.
Three ways to start
Select fixed tasks, fields and versions from licensable inventory, or filter and reshape it to your pipeline.
Standard License · Semi-Custom Pack
Capture new tasks, scenes, devices and protocols from scratch, with design, collection, annotation and acceptance.
Custom Collection · Exclusive Program
Process customer-owned logs and assets, or run a staffed team operating your data workflow continuously.
Continuous Service · Managed Team
The catalog
Embodied collection, trajectories and spatial data, plus temporal understanding, feedback and evaluation for VLA models, world models and post-deployment iteration.
Training and evaluation data organized by task difficulty, domain, language and verifiability. Processes customer-owned data or produces project-specific data.
Image, video, speech, document and specialized-domain data. Collection, annotation, expert review and data engineering purchased separately or combined.
Verified samples
These four samples are drawn directly from the OmniSource data catalog. Frame counts, resolution, duration and label counts are exact; every other product is scoped per project.
Dual-arm master–follower teleoperation folding a towel, captured from three synchronized viewpoints.
MP4 + JSON. Position and rotation of master/follower left and right arms, gripper, and joint fields.
Related product: P01 ↗
Egocentric assembly task shown as 2D video alongside a synchronized 3D two-hand visualization.
Original video + visualization video + HDF5. 3D structure of both hands, camera information, and semantics.
Related product: P03 ↗
First-person grasping and packing task, with per-action start and end times.
Original video + visualization video + HDF5. Task description and action start/end times.
Related product: P02 ↗
Fine two-hand manipulation and wiring on small components, with wrist and hand pose.
Original video + visualization video + HDF5. Both-hand pose and wrist pose.
Related product: P11 ↗Shared ego-sample fields: 21 3D joints per hand, MANO parameters, camera intrinsics and pose, timestamps, validity masks, and confidence. Precision and synchronization error are confirmed during project acceptance.
Solution paths
Real-robot and human demonstrations, hand structure, instructions, and action segments; splits by task and robot.
Scenes, objects, continuous interaction, and outcomes; preserves real/synthetic provenance and comparable evaluation sets.
Interaction and failure logs, human correction, and independent evaluation; builds the list for the next targeted collection batch.
Delivery services
Data Collection
Raw data, task/device metadata, collection logs, batch lists and quality reports.
Annotation & Processing
Label files, annotation guidelines, version history, review results and hard-case lists.
Data Engineering
Versioned datasets, data dictionaries, reading examples, split lists and conversion notes.
Experts & Evaluation
Expert feedback, scoring rules, evaluation sets, item-level results, disagreement arbitration and analysis.
Quality Management
Inspection reports, agreed error/agreement measures, rework records and batch acceptance sheets.
Simulation & Synthesis
Scene assets, synthetic data, generation configuration, source identification and version and quality notes.
Managed Teams
Ongoing output, staff training, scheduling, progress and quality reports and task handoff.
Power → Compute → Data
Start with a small pilot and a sample review. We scope the specification, run the pilot, adjust on results, then deliver at batch scale.