Industries & environments

Real-world task environments for AI data collection

We execute task-level capture programs where access, permissions, safety, and required viewpoints can be controlled.

Execution environments

Where structured task capture can be deployed

Each engagement begins with the exact activity and capture specification—not a generic industry label.

Manufacturing & industrial operations

  • Assembly, inspection, maintenance, packing, and material handling
  • Operator-centered egocentric, exocentric, or multi-camera capture
  • Controlled workflows with defined safety and access conditions

Automotive & technical service

  • Diagnostics, component replacement, repair, and tool-use sequences
  • Bench, workshop, and equipment-maintenance environments
  • Detailed hand interactions and task-state progression

Agriculture & outdoor fieldwork

  • Planting, harvesting, sorting, equipment use, and field inspection
  • Mobile or action-camera capture in real operating conditions
  • Environment-aware planning for weather, access, and safety

Logistics, warehousing & retail

  • Picking, packing, scanning, inventory movement, and stock handling
  • Task capture across warehouse, store, and back-room workflows
  • Structured sequences with location and process metadata

Household & hospitality workflows

  • Cooking, cleaning, organization, appliance use, and object interaction
  • Residential, service, and back-of-house task environments
  • Consent-aware recording with clear privacy boundaries

Robotics & embodied AI programs

  • Human demonstrations, synchronized observations, and task sequences
  • Sensor-aware or multi-view collection where the specification requires it
  • Structured outputs for model training, evaluation, and research workflows
Feasibility controls

What determines whether a task can be collected

A category alone is not enough. We confirm the operating conditions before committing to scope, volume, or delivery.

Task definition Observable start and end states, required steps, duration, repetition, and acceptance criteria
Access & permissions Site approval, participant consent, privacy boundaries, restricted areas, and location-specific rules
Capture design Egocentric, exocentric, or multi-camera setup; resolution, frame rate, audio, sensors, and timestamp requirements
Safety & operations PPE, supervision, equipment constraints, working hours, disruption limits, and escalation procedures
Delivery requirements Metadata, annotation, QA thresholds, folder structure, naming conventions, and secure transfer method