The bottleneck in robotics is no longer a clever model. It is footage of somebody folding laundry badly, then doing it again. Maxinsights has built a business on exactly that mundane material.
Peak XV led a $30M seed for the Santa Clara startup, and Tola Capital, South Park Commons, INCE Capital and Alumni Ventures all came in alongside. More than 5,000 contractors across six countries wear cameras while they load dishwashers, blend smoothies, clean hotel rooms and wash cars, and the resulting video is licensed to robot developers.
Some two million hours of real-world activity are banked, about 1.5 million trainable, and the customer roster of over 30 includes frontier AI labs. Crunchbase News names robotics developers Genesis AI and Dyna Robotics among them. Eight accounts are on recurring contracts.
The company’s argument is that a single good hour of data is easy to capture and holding quality across millions of hours and thousands of contributors is not. It built its own hand-tracking models and a platform that scores every operator’s footage as it lands, and it is developing MaxGlove, a sensor-equipped glove for capturing manipulation detail.
Founder and chief executive Yuguang Yuan previously co-founded industrial robotics company Mega Gear Robotics, which was acquired. Chief technology officer Kun Wang was an early engineer at Google X and Waymo before co-founding autonomous driving firm QCraft.
The round lands inside a violent funding cycle. Crunchbase counts $47.4B into physical AI over 521 deals in the first half of 2026, close to four times the $12B of the prior six months.
