In the field
Core
Inputs
Sources
Robots
38
Components
18
Data services
19
Data producers
7
Capture hardware
10
Data tools17
Simulation
16
Models
21
Testing & safety
3
Runtime & ops
16
Deployments
27
Also inData services4
Also inModels1
Also inRuntime & ops1
Encord
Encord

Data platform for curating, annotating and evaluating multimodal data including LiDAR and video for physical AI.

2020
Foxglove
Foxglove

Data and observability platform for robots: logging, visualization and storage built around the MCAP format.

San Francisco, USA · 2021
Kognic
Kognic

Sensor-fusion annotation and data curation for autonomous systems, centered on automotive perception.

Gothenburg, Sweden · 2018
Labelbox
Labelbox

Annotation platform and labeling services for multimodal AI data, used for robotics datasets.

San Francisco, USA · 2018
Macrodata Labs
Macrodata Labs

Turns robot and egocentric recordings into automated QA, timestamped subtasks and 3D hand trajectories.

Paris, France · 2026
Rerun
Rerun

Open-source multimodal data visualization SDK and viewer, expanding into a robot data platform.

Stockholm, Sweden · 2022
Roboflow
Roboflow

Platform for labeling, training and deploying computer-vision models, widely used for robot perception.

Des Moines, USA · 2019
Roboto
Roboto

Analytics engine for robotics and physical AI data.

Seattle, USA · 2022
Segments.ai
Segments.ai

Multi-sensor labeling platform for robotics and autonomous vehicles with 3D point-cloud tools.

Leuven, Belgium · 2020
SuperAnnotate
SuperAnnotate

Data annotation and management platform for AI teams, covering image, video and sensor data.

San Francisco, USA · 2018
Voxel51
Voxel51

FiftyOne open-source toolkit and platform for searching, curating, annotating and evaluating multimodal physical-AI datasets.

Ann Arbor, USA · 2016
Appen
Appen

AI data services firm with a Physical AI product line sourced from its contributor network.

Sydney, Australia · 1996
Objectways
Objectways

Annotation vendor that also records head-mounted task footage in India for robotics clients.

Scottsdale, USA
Scale AI
Scale AI

Physical AI data engine: teleoperated and egocentric collection, data factories, and multimodal annotation for robotics labs.

San Francisco, USA · 2016
Toloka
Toloka

Managed crowd data provider expanding into distributed physical AI data collection.

Amsterdam, Netherlands · 2014
Hugging Face LeRobot
Hugging Face LeRobot

Open-source library of robot policies (including SmolVLA), datasets and tooling for training and sharing robot learning models.

New York, USA · 2024
Neuracore
Neuracore

Cloud platform for robot data collection, visualization, policy training and deployment.

London, UK · 2024
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