Expert physical task demonstrations
Real workers completing skilled tasks with first-person context, actions, tools, corrections, and outcomes.
MODALITIES
STRUCTURE
Actions · Tools · Outcomes
EXISTING PROPRIETARY DATASETS
Permissioned, controlled-source multimodal data available for private licensing—structured around expert work, physical interaction, workflows, and outcomes.
Explore private accessPRIVATE CATALOG
Public cards describe modalities, structure, and access status. Exact dataset details, samples, scale, and licensing terms are shared privately with qualified teams.
Real workers completing skilled tasks with first-person context, actions, tools, corrections, and outcomes.
MODALITIES
STRUCTURE
Actions · Tools · Outcomes
Long-horizon work across business systems, paired with intent, decisions, exceptions, and resolution signals.
MODALITIES
STRUCTURE
Tool calls · Exceptions · Outcomes
Procedural sequences synchronized with expert narration, interpretation, decisions, and structured temporal layers.
MODALITIES
STRUCTURE
Phases · Actions · Decision points
Inspection, diagnosis, repair, and verification captured in real operating environments.
MODALITIES
STRUCTURE
State change · Repair · Verification
Non-public expert scenarios, hard negatives, edge cases, and outcome-grounded tasks for capability evaluation.
MODALITIES
STRUCTURE
Rubrics · Failure modes · Quality score
Failure, intervention, adaptation, and recovery examples that reveal how experts respond when conditions change.
MODALITIES
STRUCTURE
Failure · Correction · Recovery
DATA BUILT FOR TRAINING
Every program can combine the technical, semantic, legal, and operational structure needed for model development.
Rights-cleared
Provenance tracked
Expert generated
Multimodal
Temporally aligned
Quality scored
Custom ontology
Edge-case rich
Success + failure
Buyer-defined schema
Private licensing
Custom collection
ACCESS MODELS
Commercial structures depend on the dataset, rights scope, use case, access window, and exclusivity requirements. Pricing is never published.
Controlled access for internal model training, evaluation, or both.
Qualified buyer accessExtend an existing corpus with new tasks, environments, experts, or edge cases.
Ongoing deliveryReview modalities, schemas, lineage, quality criteria, and delivery requirements before access.
Structured reviewIf the required capability is not in the catalog, design a prospective collection program.
Built to specification