Train models on shopfloor reality.

Access the most exhaustive source of ready-labelled, end-to-end multimodal workflow data from diverse real-world manufacturing environments.

  • Direct access to 200k+ manufacturers across industries
  • Extensive ready‑labelled ego‑exo workflow data
  • Custom data collection & tailored labelling based on your needs

Real-world workflow data for physical AI.

Third Origin provides structured, training-ready workflow data from real manufacturing environments, enabling models to learn long-horizon tasks, decision points, and real-world variability.

Real factory environments

Capture data from live manufacturing workflows, not synthetic or staged setups.

End-to-end workflow coverage

Go beyond isolated actions with multi-step tasks, transitions, and decision points.

Training-ready structure

Deliver labeled, formatted, model-ready datasets rather than unusable raw video.

Model impact

Improves real-world task success while reducing the sim-to-real gap and enabling robust long-horizon learning.

Workflow Intelligence Layer

A real-world data foundation for training physical AI on tasks, decisions, and interactions at scale.

Real-world task diversity

Real-world task diversity

Capture 5,000+ real manufacturing tasks across tools, materials, and workflows, including natural variation and edge cases for stronger generalization.

Hierarchical action understanding

Hierarchical action understanding

Data includes atomic actions and high-level human commentary, enabling models to learn both low-level control and task-level reasoning.

Multi-modal interaction data

Multi-modal interaction data

Synchronized ego + exo video, tactile, and contact signals for learning grounded physical interaction and fine-grained manipulation.

Training-ready format

Training-ready format

Delivered in selected compatible, structured datasets with temporal alignment and segmentation for immediate use in training pipelines.

Built on real manufacturing environments.

200,000+
Manufacturers accessible
310+
Manufacturers accessed
100+
Distinct workflows captured
100,000+
Hours of ready-labelled data

Third Origin combines broad manufacturing reach with a curated network of factories that allow direct workflow capture. This creates access to a high-diversity stream of real-world tasks across sectors including garments, cosmetics, packaging, electronics, mining, and industrial tooling.

Why Third Origin?

Integrated data collaboration

Work closely with our team to define specifications, iterate on collection, and align datasets with your model requirements.

Deep collaboration with leading labs

Supporting robotics and world model teams with data designed for real-world performance and generalization.

Real-world workflow data

Data is captured directly from live manufacturing environments, reflecting real tools, materials, constraints, and edge cases.

Workflow-driven data design

We work closely with partners to define task structures, action hierarchies, and annotations aligned with model training objectives.

High-quality, validated datasets

Multi-stage QA pipelines ensure consistent, usable, and training-ready data across all modalities.

Secure and compliant data handling

All datasets are rights-cleared, auditable, and compliant with customer-specific requirements.

Train models that work in the real world.

Off-the-shelf labeled datasets

  • Large‑scale ready‑labelled manufacturing workflow data
  • Ego + exo capture
  • Structured and training-ready
  • Non-exclusive access
  • Suited for robotics labs and vision / world-model teams

Custom data collection

  • Bespoke workflow capture
  • Customer-specific task selection
  • Tailored labeling and formatting
  • Exclusive curated datasets for advanced teams

Third Origin begins where digital records end.

Training-ready workflow data that enables models to learn real-world tasks, decisions, and workflows — not just isolated actions.