Manufacturing
Capture the movement, safety, process knowledge, and operational context behind real production environments.
- Assembly sequences and tool use
- Inspection and quality judgment
- Movement between stations and safety practice
Industries
The same model can fail on a warehouse floor and succeed in a lab. Context is the difference. Ariamena designs programs around the specific settings your system will work in.
Education
Represent the interactions, instruction, environments, and human nuance that shape how learning happens.
- Instruction, questions, and correction
- Group work and classroom movement
- Materials, boards, and shared attention
Healthcare
Reflect the routines, handovers, and settings where care takes place, with consent and privacy built in from the start.
- Handover and coordination between staff
- Equipment handling and room workflow
- Spoken and written clinical context, scoped by consent
Retail
Understand how people move through stores, handle products, and interact at the counter.
- Shelf work, restocking, and product handling
- Checkout and service interactions
- Store layout and customer movement
Logistics
Document the picking, packing, loading, and coordination that keep goods moving.
- Pick paths and handling of varied items
- Loading, staging, and vehicle interaction
- Scanning, labeling, and exception handling
Robotics
Give machines a more grounded understanding of physical spaces, tasks, and human collaboration.
- Egocentric task demonstrations
- Grasping, placing, and manipulation sequences
- Human-robot shared workspace behavior
Smart environments
Capture how people actually use rooms, buildings, and systems, so responsive environments respond to real behavior.
- Occupancy and movement patterns
- Interaction with lighting, access, and climate
- Daily rhythms of shared spaces
Construction
Represent the sequences, tools, and safety practices of active sites.
- Task sequences by trade
- Tool and material handling
- Site movement and safety behavior
Agriculture
Record the judgment of growers and field workers across seasons, crops, and conditions.
- Planting, tending, and harvest technique
- Visual assessment of crops and soil
- Equipment operation in the field
Mobility
Capture how people, vehicles, and infrastructure share space in daily transit.
- Pedestrian and driver behavior at interfaces
- Boarding, loading, and transfer routines
- Depot, station, and roadside operations
Hospitality
Reflect the service, timing, and human interaction behind guest experiences.
- Front-of-house service sequences
- Kitchen and back-of-house coordination
- Room, table, and guest-facing routines
Offices and enterprise
Document knowledge work as it is actually done: meetings, handovers, tools, and decisions.
- Meetings, briefings, and decisions
- Document and screen-based workflows
- Handovers between roles and teams
Homes and daily living
Represent routines, objects, and spaces in the home with the care that private environments require.
- Cooking, cleaning, and everyday tasks
- Objects, storage, and room layouts
- Assistive and accessibility contexts
These are environments Ariamena is built to scope and run programs in. They are not claims of active sites or existing clients.
Tell us what your AI needs to understand. We'll help shape the data program that gets it there.