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AI Boom: Demand Outstrips Supply, Costs Surge
12 Jul
Summary
- AI infrastructure buildout is already contracted, not speculative.
- Major tech firms have booked billions in compute orders.
- Power consumption is the next critical limit for AI growth.

The current AI infrastructure expansion is being compared to the Great Wall of China due to its sheer scale and booked demand. Andrew Feldman, CEO of Cerebras, highlighted on the All-In Podcast that the industry is not building on speculation but fulfilling pre-contracted orders. Cerebras alone holds a $25 billion backlog, with significant commitments from leading tech companies including OpenAI, Anthropic, Google, Microsoft, and AWS.
NVIDIA has also made substantial commitments, pledging $119 billion to meet future AI compute demand. The company reported strong Q1 FY2027 revenue, with its Data Center segment showing remarkable growth. CEO Jensen Huang described this buildout as the largest infrastructure expansion in human history.
This rapid expansion is presenting new challenges. Average individual data center power loads have doubled from 150 to 300 megawatts, indicating that electricity availability is becoming a critical ceiling for further AI development and deployment across new regions.