Artificial intelligence infrastructure companies have spent the past two years raising prices as demand for high-end GPUs outpaced supply. Nebius Group N.V. (NASDAQ:NBIS) just revealed that even repeated price hikes weren’t enough.
Instead, the company turned to auctions—and customers voluntarily paid another 15% to 20% above its previous highest prices to secure guaranteed access to Nvidia Corp‘s (NASDAQ:NVDA) Blackwell-powered AI compute.
Nvidia’s Blackwell Compute Demand
Speaking about the company’s latest pricing experiment at the Goldman Sachs Communacopia + Technology Conference 2026, Nebius founder and CEO Arkady Volozh said traditional price increases failed to balance supply and demand.
“When you have this imbalance between demand and supply, the best price discovery mechanism is something like an auction,” Volozh said.
The company first tried manually raising prices, but demand remained resilient. “We tried to do it manually first to raise the prices. It didn’t help. The demand is still there,” he said.
That prompted Nebius to test an auction for access to Blackwell compute capacity. The result surprised even the company.
“We achieved results when we got 15%, 20% higher price than we ever sold before, after all our price raises,” Volozh said.
AI Pricing Power
The experiment offers a rare glimpse into just how constrained the AI infrastructure market remains.
Rather than simply charging a fixed rate for Nvidia Blackwell compute, Nebius allowed customers to bid for guaranteed capacity. According to Volozh, the winning customers were satisfied because the auction eliminated uncertainty over whether they would receive the computing resources they needed.
“The guys who won this auction… were happy that they were able to get guaranteed capacity through this mechanism,” he said.
The structure of these deals suggests Nebius isn’t merely selling GPU time anymore—it’s selling certainty. For companies building or deploying AI models, guaranteed access to cutting-edge compute can be worth paying a premium for if delays risk slowing product launches or customer deployments.
AI Infrastructure
Nebius’ comments also suggest the AI infrastructure market may be entering a new phase.
Until now, investors have largely focused on surging demand for Nvidia’s latest GPUs. Volozh’s remarks indicate the conversation is shifting from whether customers want Blackwell capacity to how much extra they’re willing to pay to secure it.
That distinction matters because it points to pricing power, not just utilization. If AI infrastructure providers can consistently command premiums through market-based pricing mechanisms while demand continues to exceed supply, profitability could improve even before additional capacity comes online.
Why it Matters
The auction wasn’t just an experiment in selling AI compute—it was an experiment in discovering its true market value.
If other AI cloud providers begin adopting similar approaches for scarce GPU capacity, investors may start evaluating AI infrastructure companies not only on how much compute they own, but also on how effectively they monetize periods of persistent supply shortages.
Image via Shutterstock
