Expert Takeaways: Nebius > Nebius operates an auction-driven cluster-access pricing model that drives up pricing levels by ~20% through competitive bidding. > Nebius requires 60–65% upfront contract payments, providing strong protection compared to debt-heavy peers like CoreWeave (facing up to 15% interest on new debt). > Short-term spot capacity fetches $40–50M ACV per megawatt (potentially up to $60M with auction uplift) vs. $20–25M for medium-term deals. > Tight supply for latest-generation GPUs through at least mid-2028 supports reserving 2027 capacity for high-margin spot workloads. > Meta and SpaceX control >1M GPUs and plan to deploy 25k–50k units monthly, pulling bare-metal contracts away from neoclouds. > Open-source models deliver comparable results at 70–80% lower cost, eroding OpenAI and Anthropic enterprise revenue. > Gartner projects >80% of independent neoclouds will fail by 2030 due to a K-shaped market favoring GB300/Vera-class hardware over older GPUs. > Nebius is insulated from cascading neocloud defaults because its core clients (Microsoft, Meta) are AA/AAA-rated, unlike BB-rated frontier labs. > High-end hardware (GB200/GB300) is shifting to inference workloads, which offer 4–8× higher margins than training. > Micron predicts HBM3/HBM4 memory shortages beyond 2028, while Microsoft’s 300,000 internal Maia ASICs displace demand for 300,000+ Nvidia GPUs. $NBIS $GOOGL $META $MSFT $AMZN