Baidu says the quiet part out loud - you can't build AI infrastructure, so clouds can cash in

Baidu told investors that building and operating AI infrastructure at scale creates a high-margin business that customers cannot avoid. GPU cloud revenue rose 184% year over year, outpacing the broader market. The CFO said GPU cloud margins are structurally higher than traditional CPU cloud because demand is stronger, the supply chain is tighter, technical barriers are higher, and pricing power is greater. AI applications were described as naturally high-margin, supported by sticky subscription models and operating leverage over time. Baidu’s AI Cloud leadership emphasized that enterprises prioritize stability, availability, compatibility, migration costs, support for large-scale clusters, and overall cost efficiency. Inference demand is growing faster, indicating broader deployment beyond training. Custom Kunlunxin AI chips are expected to strengthen Baidu’s position.

"GPU cloud revenue increased by 184 percent year-over-year which represented "growth well above the broader market.""

"CFO Haijian He said that Baidu's GPU cloud "is structurally higher margin than traditional CPU cloud, driven by stronger demand, tighter supply chain, higher technical barriers and pricing power." He added his view that AI applications are "naturally high-margin business, driven by sticky and subscription-based models and operating leverage over time.""

""While high-quality supply is relatively tight, customers prioritize proven stability and availability, not just cost." "For enterprises, it's not only about the peak chip performance," he said. "What matters more is the stability at scale, compatibility with mainstream models and frameworks, migration costs and friction, support for a large-scale cluster deployment and ultimately, cost efficiency.""

""Inference is showing particularly strong momentum, which is a pretty healthy signal. It tells us that customers have moved beyond training models and are now running AI across more parts of their business at an accelerating pace.""

Read at theregister