AI Demand: Unlimited Potential or a Bubble? Experts Weigh In (2026)

The AI revolution is in full swing, and the demand for its infrastructure is seemingly insatiable. Despite recent market volatility, AI executives remain bullish, citing the technology's immense potential and the almost limitless value it can bring to various industries. Pat Gelsinger, a former Intel CEO and now a general partner at Playground Global, believes that AI demand is 'almost unlimited', with energy availability being the only real constraint. This sentiment is echoed by Marc Boroditsky, the chief revenue officer at Nebius, who highlights the extraordinary demand for AI compute, far surpassing current supply capabilities.

The data center and chip markets are experiencing a surge in demand, with companies like Meta and xAI selling their excess computing capacity, and Samsung, a major memory chip manufacturer, reporting record-high profits. However, this doesn't seem to be dampening the enthusiasm for AI infrastructure. Andrew Feldman, CEO of Cerebras Systems, emphasizes that the demand for compute far exceeds available capacity, and the industry is facing a shortage of data centers and other compute inputs.

The AI landscape is evolving, with a shift towards valuemaxxing, where companies focus on the return on investment from AI. This marks a departure from the earlier 'tokenmaxxing' phase, where organizations encouraged excessive AI usage without considering the outcomes. Boroditsky argues that valuemaxxing is about finding value and justifying spending, ensuring that AI is applied to create tangible benefits. This rationalization process is expected to continue, driving demand for AI solutions.

The market is also witnessing a diverse range of AI models, from advanced frontier models to open-source alternatives. Feldman suggests that different models will be utilized for specific tasks, with frontier models handling more complex problems, while simpler workloads may be assigned to other models. This flexibility and adaptability in AI model selection will likely shape the future of the industry, catering to various use cases and requirements.

In conclusion, the AI industry is experiencing a period of growth and transformation, with demand for infrastructure and compute remaining strong. The market's response to recent volatility and the shift towards valuemaxxing indicate a mature and evolving ecosystem. As AI continues to permeate various sectors, the industry's focus on value creation and rational spending will be crucial in sustaining its momentum and unlocking its full potential.

AI Demand: Unlimited Potential or a Bubble? Experts Weigh In (2026)
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