Zhichu and James met at MIT, where Zhichu was using vision models for lab logging and root-cause analysis in materials discovery and James was pursuing his MBA. James had previously served as an operational consultant, while Wenbo - a mutual friend of Zhichu - worked as a founding engineer at a food inspection startup. Recognizing the pressing need for AI in everyday manufacturing and operations, they joined forces to bring these capabilities to the front line.