Embodied AI's ImageNet Moment: Commercial Battles Behind Data Standards

According to the International Federation of Robotics (IFR) 2026 data, the global embodied AI robot market size is expected to surpass $80 billion by 2030. However, currently there are fewer than 50 types of datasets available for training, and over 90% of them are single-scenario, single-task data, with cross-scenario transfer accuracy below 30%. Behind these numbers lies the reality that "data silos" are strangling the scaled deployment of the entire industry.