Nebius Turns Raw Compute Into a Product With the 'Token Factory' — and a Robot Lab to Prove It
11.06.2026 - 22:34:15 | boerse-global.de
Nebius has outgrown the simple GPU-rental model. The company that built its early momentum on scarce NVIDIA chips is now selling something harder to replicate: software that slashes the cost of running AI models. Its "Token Factory" platform charges per token generated, and the pitch to developers is that Nebius can deliver lower total cost through a proprietary stack that optimizes both the hardware and the model itself. It is a bet that commodity compute will become a race to the bottom, and that the real moat lies in inference efficiency.
That software-first narrative is now being paired with a hardware gambit that puts Nebius squarely in the physical world. The company has launched a "Physical AI Living Lab" in the United Kingdom — a six-month program, starting in September 2026, developed in partnership with NVIDIA. Selected startups will get access to Blackwell GPUs, Isaac Sim, and the Physical AI Data Factory to bridge the gap between digital simulation and real-world robotics. The lab aims to solve what Nebius sees as the industry's most stubborn bottleneck: the gulf between training models in a simulator and deploying them on a factory floor. The company is effectively building the nervous system for machines that need to act with low latency, while leaving the "brain" — the AI model itself — to others.
Underpinning these ambitions is a capital commitment that would have been unthinkable a few years ago. Nebius is investing £1.7 billion in UK infrastructure, anchored by a ten-year contract for 22 megawatts at the Kao Data Campus in Harlow, with direct liquid cooling and fully renewable power. Two additional UK sites will bring total capacity to 65 megawatts, with operations expected to start in 2027. Across Europe, the company now has more than 3.5 gigawatts of contracted power capacity — already exceeding the original year-end target in the first quarter — and has raised the bar to 4 gigawatts by the end of 2025. A new AI data center in Lappeenranta, Finland, with up to 310 megawatts, is planned to come online in 2027 and will benefit from the country's renewable energy base, a genuine strategic advantage given Europe's higher power prices and grid-connection bottlenecks.
Should investors sell immediately? Or is it worth buying Nebius?
Inference is the fastest-growing part of Nebius's business, and the Token Factory is the public face of that shift. The company reports that customers are signing longer contracts with larger values and bigger upfront payments — a sign that clients want to lock in future capacity. At the same time, Nebius has acquired Eigen AI and Clarifai's intellectual property to build an end-to-end stack, and the purchase of Tavily adds real-time web access for AI systems that need to reason over live information. Management frames this as a transition from running models to running real-world AI systems.
The results are dramatic by any measure. First-quarter revenue rose 684% year-over-year. But the investment cycle is running well ahead of current sales: Nebius expects 2026 capital expenditure of $20 billion to $25 billion — the price of sitting at the table with hyperscalers. A substantial order backlog, reportedly comparable to those of Meta and Microsoft, suggests demand is not the problem.
All of this has turned the stock into a trading event. The shares hit an all-time high of €242.95 nine days before the recent pullback. At €193.56, the stock is roughly 20% below that peak, yet still 85% above its 200-day moving average. Over the past twelve months the stock has climbed 338%, and year-to-date it has added 153%. But the annualized 30-day volatility stands at 135% — meaning double-digit daily swings are routine. The 50-day moving average of €157 is a key support level; turning it into a floor would signal that the rally has substance beyond hype.
The market cap of around €50 billion leaves little margin for execution error. The real risk lies not in demand but in supply-chain timing and construction delays — the company expects a capacity ramp in the second half of 2026, with a meaningful step-up in the third quarter. Until then, Nebius remains one of the most directional bets in AI infrastructure: a company that is spending billions now in the hope that its software stack and physical reach will create a defensible moat before the hyperscalers close the gap. The answer to that question will start to emerge with the third-quarter numbers and the launch of the Physical AI Living Lab in September.
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Nebius Stock: New Analysis - 11 June
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