
Scale AI offers Physical AI Data Annotation
Scale AI — Physical AI powers next-gen robotics with massive, enriched datasets for physical AI breakthroughs.
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Scale AI — Physical AI powers next-gen robotics with massive, enriched datasets for physical AI breakthroughs.
Scale AI's Data Engine for Physical AI provides best-in-class annotations and human-expert feedback on robotics demonstrations.
The platform unlocks the full potential of robotics data with proven model improvements across autonomous systems and embodied intelligence applications.


MangoDesk's platform spins up bespoke annotation pipelines for AI evaluation.


Expert-curated datasets and reinforcement learning environments for training and evaluating AI models.


Luel operates a two-sided marketplace for on-demand video and audio training data, connecting AI enterprises with a distributed contributor network.



Datoric's build-to-spec data collection service for AI teams.


Datoric's world-model and agentic training-data catalog.




Instance verifies robot task completion from camera footage, returning grounded success evidence for every episode.


Robotics Data Infrastructure is XDOF's data pipeline, collection, and annotation platform for robotics foundation models.


A data lab that collects and synchronizes multimodal embodied intelligence data to train robotics and physical AI systems.


Custom real-world robotics datasets for Physical AI model training.
MangoDesk's platform spins up bespoke annotation pipelines for AI evaluation.

Expert-curated datasets and reinforcement learning environments for training and evaluating AI models.

Luel operates a two-sided marketplace for on-demand video and audio training data, connecting AI enterprises with a distributed contributor network.

Ango Hub is iMerit's human-in-the-loop data platform for AI development, combining annotation, workflow design, validation, and analytics.

Datoric's build-to-spec data collection service for AI teams.

Datoric's world-model and agentic training-data catalog.

Datoric's robotics training-data catalog for physical AI teams.

EgoVerse is an ecosystem for curating human egocentric data and learning from it for robot learning.

Instance verifies robot task completion from camera footage, returning grounded success evidence for every episode.

Robotics Data Infrastructure is XDOF's data pipeline, collection, and annotation platform for robotics foundation models.

A data lab that collects and synchronizes multimodal embodied intelligence data to train robotics and physical AI systems.

Custom real-world robotics datasets for Physical AI model training.




Physical AI platform that captures scientific lab execution as machine-readable records.


Generalist robot policy that controls robots across diverse manipulation tasks.


A robot foundation model that powers automation tools deployed directly on manufacturing floors.


Shotwell Robotics Observability is the observability layer for robotics, turning the video data robots already record into automatic failure detection.


AI tooling that guides commercial robot service work and trains technicians.


Supervisely is a platform for computer vision offering AI-assisted labeling and neural network training.


Roboflow provides computer vision dataset and deployment tooling for production models.


Robotics Observability Platform is Foxglove software for visualizing, debugging, and collaborating on robotics data.
micro1 Robotics Data captures expert demonstrations for physical policy models.

Physical AI platform that captures scientific lab execution as machine-readable records.

Generalist robot policy that controls robots across diverse manipulation tasks.

A robot foundation model that powers automation tools deployed directly on manufacturing floors.

Shotwell Robotics Observability is the observability layer for robotics, turning the video data robots already record into automatic failure detection.

AI tooling that guides commercial robot service work and trains technicians.

Supervisely is a platform for computer vision offering AI-assisted labeling and neural network training.

Roboflow provides computer vision dataset and deployment tooling for production models.

Robotics Observability Platform is Foxglove software for visualizing, debugging, and collaborating on robotics data.
