Vicor sits in a real AI infrastructure bottleneck, but the stock already prices unusual success. My 2031 upside assumes several years of advanced-product share gains, better factory loading, and a larger
royalty stream, with some help from adjacent rack-power and automation programs. That can still create a strong equity outcome, but most of the return must come from revenue scaling faster than the multiple compresses.