AI agents' productivity over human labor should lift GPU demand and rates for neoclouds. The bottom looks in for CoreWeave, Nebius, Boost Run, Sharon AI and IREN. Gavin Baker says token prices can fall as revenue per GPU rises; paraphrasing Elon, even $38 per GPU-hour can pay off. CoreWeave's five-year fixed contracts may lag current rates; Boost Run has less capacity locked in. If SpaceX takes more growth, slower cash burn could rerate neoclouds, though smaller customers may pay less. x.com  … Show more

SpaceX's cheap capital and hardware execution give its compute buildout an edge over neoclouds and megacaps. It is quickly becoming the world's largest compute supplier: its 2033 bonds pay 5.65% versus 9.625% on CoreWeave's 2032 notes, and it deployed 110,000 GB300s at Colossus II in 64 days. It targets 10GW to "maybe" 20GW in 2027. One of Anthropic's biggest compute suppliers, SpaceX has up to $120.5B in estimated commitments through 2029, cancellable on 90 days' notice after early 2027. x.com 

SpaceX's near-monopoly in global satellite internet, built on reusable rockets, should generate enormous cash flow to partly fund its AI compute buildout. Those cash flows should strengthen its credit profile and let it finance the rest more cheaply than pure-play neoclouds CoreWeave, Nebius and IREN, which SpaceX makes obsolete. Grok ensures deployed compute earns revenue if customers back out. There is no reason to own a pure-play neocloud when SpaceX is available. x.com  x.com 

Scarce compute could ease financing for neoclouds such as Nebius and CoreWeave by shortening capex payback. Elon Musk says SpaceX's new deployments pay back in less than a year at current pricing; that bodes well for other neoclouds facing financing concerns if they achieve similar economics. GPU rental rates keep hitting highs, contrary to Gartner's claim of oversupply. x.com  x.com  x.com  x.com 

Premium-model inference revenue could support much higher compute pricing for AI infrastructure providers. Evercore models over $120M/MW in potential lab revenue while labs pay roughly $30-50M/MW for compute. With power and GPUs scarce, SpaceX AI, Nebius, IREN and CoreWeave can capture the biggest uplift over historical pricing if they deliver contracted high-density capacity. x.com  x.com 

Hardware suppliers and VC keep financing cash-hungry labs and neoclouds, making compute rental prices at CoreWeave, Nebius and IREN look artificially supported. Lab revenue growth is finally plateauing at 800% year over year after roughly tenfold equity gains across the stack over the last decade. The buildout is also crowding out the economy's appetite for debt. x.com  x.com  x.com  x.com  x.com  x.com 

Scarce compute prices Nebius's and CoreWeave's GPU rentals by marginal-token value, not chip cost. Better models lift installed watts' value faster than new GPUs devalue old ones. SpaceX says contracts renew at higher dollars per watt; CoreWeave's A100 deal runs to 2029, and Nebius's Blackwell auction cleared 15% above its prior high. The 2-3 year GPU-life bear case keeps getting set back. If supply catches demand, older GPUs would be repriced by performance per watt, but that looks far off. … Show more

Nebius's already-raised cash and expected customer prepayments should buffer its 2027 plans against a short-term debt-market freeze. Rising GPU rental prices could put new deals at $35m+/MW annually, up from last quarter's $20m-$25m, reducing estimated payback from 22 months to around a year. If Nebius deploys 1 GW next year at a one-year payback, equity value creation could be tremendous. x.com 

Slower neoclouds such as CoreWeave face an uphill battle against SpaceX's faster data-center buildout. Demand may be effectively unlimited, but falling a year or two behind creates a $5-10B cash cost disadvantage they may not survive. Some could still pull off a miracle; SpaceX itself competes as a neocloud and has no reason to buy firms that cannot build data centers. x.com  x.com  x.com 

Nvidia's shares remain pressured because neoclouds have yet to show demand revenue can cover debt service even at higher rates. CoreWeave and Nebius are dragging the shares, though that concern is being priced in and digested. Reuters reports ByteDance, Alibaba and Tencent ordered $35B in Nvidia chips; Elon Musk says SpaceX is on track to bring roughly 200,000 GB300 GPUs online per month through end-2026. Nvidia made a higher low, and the next higher-high target is $256. x.com  x.com  x.com  x.com