Demand looks real; the question is conversion. If Nebius brings powered clusters online on time, keeps
utilization high, and adds more governed
inference and enterprise controls, investors can keep valuing it as a scaled AI infrastructure operator rather than a spot
GPU renter. Heavy
capex and
dilution likely cap upside versus the loudest bulls, but the business can still support meaningful market-cap growth through 2031.