Cheetah AI, a pioneering start-up established by a group from the University of Copenhagen, creates innovative software to boost AI performance and optimize energy use in FPGA-based embedded and edge applications. Stemming from a multidisciplinary team in the physics department, our focus is on advanced technologies for high-performance computing and data management in research projects, including CERN.