One Robot is a robotics startup developing task-specific world models and an evaluation platform for robot manipulation policies to enable reliable end-to-end training of robotic systems. Based in San Francisco, the company addresses the challenges of data collection, training, and deployment in robot policy development. It positions itself as a key enabler for advancing autonomous manipulation in AI-driven robotics applications.