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Nebius: The Tokenmaxxing Factory

I spent a day inside Nebius Inflection. The market is still pricing the wrong neocloud.

Ben Pouladian's avatar
Ben Pouladian
Jun 11, 2026
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That is Jensen Huang in March, working the crowd at the Nebius booth at GTC, telling the company’s CRO that “Nebius will take care of you.” Nebius posted the clip with its own two-word caption underneath, “We will.”

On Tuesday, at Nebius’s first Inflection forum in San Francisco, I watched what that promise looks like as a business model. The product story was agents. The investment story was duration.

The market already understands the first neocloud species: CoreWeave, the contracted utility. Borrow heavily, lock in long contracts, satisfy lenders, scale with NVIDIA’s roadmap.

Nebius is trying to be the second species: the merchant generator. Fund with more equity, customer prepayments, backstop contracts, and converts; avoid five-year price locks; sell scarce GPU capacity short into a rising market.

Same GPU shortage. Opposite duration bet.

CoreWeave is a contracted utility. Nebius is a merchant generator.

The market color I keep replaying came out of the hallway. I posted it Tuesday evening

I heard this from a credible source I cannot name. I am not treating hallway color as a signed contract. I am treating it as a live price signal from people close enough to the shortage to know where the bids are. The important part is the structure: premium pricing, short duration, no spare capacity, and buyers still taking the capacity. That is the merchant book in one anecdote.

Alex Heath’s Sources heard the same market at the same event, with a number attached: Google reportedly paying SpaceX $920 million a month for Blackwell capacity, a high premium on an effectively 90-day rolling commitment.

The hallway quote is not the thesis by itself. It is the price signal.

Below the paywall, I’ll walk through the actual underwriting question: whether Nebius has built a merchant GPU book that can reprice into scarcity, or whether it is just another capital-hungry GPU landlord arriving before the next supply wave.

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