Quantum computing has the potential to revolutionize industries. AI supercomputing is proving to be a huge accelerator for algorithm research in addition to the design, control, and integration of useful quantum devices. This talk outlines how NVIDIA is bringing AI supercomputing to the development of quantum computing, including how the CUDA-Q platform is being used by leading quantum computing companies, supercomputing centers and industrial researchers to reduce the timeline to useful quantum computing.