Shotwell Robotics Observability is the observability layer for robotics. Robotics teams send Shotwell the video their robots capture, and the platform reviews that footage automatically to detect failures, giving engineers a searchable record of what went wrong in each rollout instead of a queue of clips to watch by hand.
The product is built by Shotwell, a YC X26 startup based in San Francisco. Its models generate the annotations the detection pipeline depends on with near-instant turnaround, so a failure spotted on camera becomes usable signal fast enough to keep pace with an active robot data-collection effort.

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


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


Robot Fleet Management Platform is Formant software for monitoring, operating, and managing robot fleets in the cloud.


RobOps Platform is InOrbit software for orchestrating, monitoring, and operating robot fleets.


Scale AI — Physical AI powers next-gen robotics with massive, enriched datasets for physical AI breakthroughs.


Freedom Robotics offers a cloud platform for monitoring, controlling, and organizing robot fleets.


Viam Platform is a robotics software platform for building, deploying, and managing robotics applications with cloud fleet tools.


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


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



A physical-AI platform that analyzes existing industrial camera feeds to reduce safety and operational risk.


The OAK camera is a depth and AI vision device combining sensors with on-device compute for robotics perception.


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


Orbit is Boston Dynamics orchestration and fleet-management software for its robot deployments.


A platform of mobile and manipulator robots for industrial inspection and warehouse automation.


A camera and video-analytics platform that measures cycle time, defects, and safety events on production floors.


AI-native observability platform that autonomously detects, diagnoses, and fixes production errors.




Fern learns world models from robot data for scalable policy evaluation and training.
Robotics Observability Platform is Foxglove software for visualizing, debugging, and collaborating on robotics data.

Robot Fleet Management Platform is Formant software for monitoring, operating, and managing robot fleets in the cloud.

RobOps Platform is InOrbit software for orchestrating, monitoring, and operating robot fleets.

Scale AI — Physical AI powers next-gen robotics with massive, enriched datasets for physical AI breakthroughs.

Freedom Robotics offers a cloud platform for monitoring, controlling, and organizing robot fleets.

Viam Platform is a robotics software platform for building, deploying, and managing robotics applications with cloud fleet tools.

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

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

ANYmal is Anybotics' quadruped robot for autonomous industrial inspection and monitoring.

A physical-AI platform that analyzes existing industrial camera feeds to reduce safety and operational risk.

The OAK camera is a depth and AI vision device combining sensors with on-device compute for robotics perception.

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

Orbit is Boston Dynamics orchestration and fleet-management software for its robot deployments.

A platform of mobile and manipulator robots for industrial inspection and warehouse automation.

A camera and video-analytics platform that measures cycle time, defects, and safety events on production floors.

AI-native observability platform that autonomously detects, diagnoses, and fixes production errors.

Fleet platform for operating Serve autonomous delivery robots.

Fleet software for monitoring and managing Avidbots cleaning robots.

Fern learns world models from robot data for scalable policy evaluation and training.
