Over 5,000 contractors wearing cameras are recording real-life work in restaurants and hotels to create training datasets for robotic manipulation. Maxinsights has already captured more than 2M+ hours of this first-person footage and recently raised a $30M seed round led by Peak XV to scale its operations. The company also launched MaxLoop, which provides same-day quality scores for video clips, and MaxGlove, a device that records touch and force data that cameras cannot detect.
Maxinsights aims to accumulate 1M hours of force data by 2027 to help robots improve their grasp of objects and prevent items from slipping or cracking. The firm notes that most current robot training relies on staged movements, whereas its approach captures natural human movements in real-world environments. This tactile pressure data supplements video-only policies, which typically have to infer the physical force of a grasp based on visual shape.
