Training-ready data
Structured files aligned to the target task, embodiment and model workflow.
Industrial Data Services
Industrial data built for models that operate in the real world.
Commission proprietary real-world collection programs built around your task, environment, modality, protocol, rights, and acceptance criteria—from controlled pilots to multi-location execution.
Discuss Your Data RequirementsEngineered data service
More than video collection.
The value is the complete system: requirement definition, task taxonomy, collection design, modalities, human execution, quality assurance, governance, structured delivery and iteration.
What a data program can deliver.
Metadata and taxonomies
Task, action, object, tool, environment and capture context defined for the project.
Quality documentation
Specifications, acceptance criteria, validation results, rejection and rework records.
Rights and provenance
Project-appropriate documentation for origin, permitted use, consent and handling.
The delivery method
From requirement to training-ready data.
Understand
Define the model objective, target task, environment, embodiment and data requirement.
Design
Engineer the protocol, taxonomy, modalities, participants and acceptance criteria.
Execute
Execute and coordinate field operations, participants, equipment, and in-process quality control across the required environments.
Validate
Review data against quality, completeness, rights and compliance criteria; reject or rework where needed.
Deliver
Prepare structured files, metadata and documentation for customer integration.
Improve
Use customer and model feedback to refine subsequent collection and delivery.
Start at the scale that answers the next question.
Pilot
Test feasibility, capture design and data relevance on a bounded task.
Validation
Refine protocols and acceptance criteria against model or workflow feedback.
Production
Expand a proven program across the required volume, environments or geographies.
Public data evidence
Inspect representative task evidence.
Public data evidence Apparel and textiles
Apparel workflow capture across skilled manual tasks
Public task evidence covering sewing, garment handling, edge work, and other fine manual operations.
Selected evidence
9 public evidence clips
Public data evidence Electronics manufacturing
Electronics assembly workflow capture
Task-level video evidence across fine assembly, fitting, soldering, testing, and handling operations in electronics production.
Selected evidence
21 public evidence clips