Embra says physical-AI teams are starved of real-world data because robotics data is fragmented, lacks consistent quality standards, and is difficult to evaluate, while its platform addresses this with dataset discovery, seven-part evaluation, curation and sourcing. Its $1 million pre-seed will fund platform and evaluation improvements and expand its contributor and robotics-partner network; the company says it is already working with three robotics teams and has made its first curated dataset deliveries.