Human demonstrations
Real people complete real tasks to create high-quality trajectories for embodied systems.
The human layer for Physical AI.
Toloka provides the data, demonstrations, annotation, and evaluation that help Physical AI systems learn from the real world.
Trusted by leading AI teams
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FROM OBSERVATION TO ACTION
Teach machines
about the physical world.
Our contributor network captures the nuance that models miss: how work happens, which details matter, and what reliable action looks like in the real world.
Multimodal annotation
Transform visual, spatial, and temporal data into training signals that models can use.
In-context evaluation
Test safety, reliability, and task completion where it matters: outside the lab.
A HUMAN FEEDBACK LOOP FOR MACHINES
Data that connects
perception to action.
01Capture
Represent real environments and expert workflows.
02Understand
Label the context, decisions, and meaningful actions.
03Improve
Evaluate behavior and refine every next attempt.
BUILD WITH Toloka
What does your
machine need to learn?
Tell us what you are building. We’ll design the human data program around it.