Nebius Group (NASDAQ: NBIS) shares surged nearly 9% in Thursday premarket trading after the AI cloud provider reportedly raised prices across several compute services.

According to a customer communication circulated online, Nebius plans to increase prices for several on-demand GPU offerings beginning October 1.

The reported changes cover Nvidia (NASDAQ: NVDA) H100, H200, B200, and B300 accelerators, among the most critical chips used for AI training and inference workloads.

Nebius has not publicly confirmed the pricing changes and did not immediately respond to a request for comment at the time of reporting.

The reported increases extend beyond GPU offerings, with pricing adjustments also expected across CPU compute and memory services.

Prices for AMD (NASDAQ: AMD) EPYC Genoa CPU compute are expected to rise 25% to $0.015 per vCPU-hour from $0.012, reflecting tightening conditions across the broader compute stack.

Memory pricing tied to Genoa systems is reportedly increasing roughly 41%, moving to $0.0045 per GiB-hour from $0.0032, a notable jump that underscores how pervasive the capacity crunch has become.

The market reaction spread well beyond Nebius, with IREN shares climbing approximately 5.1% in premarket trading and CoreWeave (NASDAQ: CRWV) gaining roughly 6.1%.

Investors appear to be interpreting the reported price increases as a broadly positive signal for the wider neocloud industry, not just for Nebius alone.

Neocloud companies are spending heavily to secure Nvidia GPUs, build data centers, and expand power capacity, making pricing power a central variable in their long-term investment cases.

Reported price increases across both newer and older GPU generations suggest customers are still competing for available AI compute rather than waiting for cheaper alternatives to emerge.

That dynamic, if sustained, would support margins and improve the economics of future infrastructure spending across the sector.

The critical risk remains that the information has not yet been formally confirmed by Nebius, leaving some uncertainty around whether these changes will hold as described.

Investors should watch whether the company verifies the changes, how customers respond, and whether competitors introduce similar pricing moves in the weeks ahead.

If higher prices hold without hurting utilization rates, the outcome would be bullish not just for Nebius but for CoreWeave, IREN, and other AI infrastructure providers competing in the same market.

The central question facing the sector is whether this moment represents durable pricing power or simply a temporary reaction to constrained GPU supply.