Standard Bots raises $200 million to scale AI factory robots

Standard Bots is positioning itself against the humanoid robots that dominate AI robotics headlines. While Figure and 1X pursue general-purpose humanoids, Standard Bots focuses on industrial arms for machine tending, welding and assembly — less glamorous, but already deployed at NASA, Amazon and Lockheed Martin.

Its AI approach is deliberately narrow. The largest model is in the low billions of parameters, small by frontier lab standards. The company argues that data quality matters more than raw volume, and that in-situ corrections from real deployments can fix edge cases with just a few dozen examples. Training happens in the cloud, but inference runs on-premise, because most factories and warehouses lack reliable internet and uptime is crucial to customer acceptance.

The company controls the full stack — arm, end effector, control system and AI — which it says lets it co-optimize models and control policies. It also acknowledges limits: some production tasks involving liquids, suction, or cutting flexible material are hard to reproduce in current simulators, so real-world demonstrations remain part of the learning process.