The truly dangerous thing about the AI bubble isn't the technology.
It's that the entire world is front-loading financing for "decades of future intelligence demand" — all at once.
During the mobile internet era, people burned cash, sure. But they found revenue fast. Food delivery had customers. Ride-hailing had riders. E-commerce had buyers. Short videos had viewers. Ads had advertisers. Consumer-facing sectors — food, clothing, housing, transport, communication, entertainment, shopping — were all low-hanging fruit. The business loop closed quickly.
But AI is different. To this day, most of what's genuinely deployed at scale is still: writing weekly reports, making slides, generating images, customer service bots, coding assistants. Valuable? Yes. That's not the problem.
The real problem is this: the capital markets are already betting at the scale of "everyone consuming intelligence all the time." GPUs bought first. Data centers built first. Debt taken on first. Valuations pumped first. Pension funds entered first. The world is building "intelligence power plants" at unprecedented speed.
But here's the question: who, exactly, is going to consume intelligence the way we consume electricity today — continuously, at scale?
The biggest gamble in AI right now isn't whether models will get smarter. It's whether the explosion of B2B vertical applications can outpace the depletion of funding, GPU depreciation, data center debt, and the capital market's patience.
If Agentic AI genuinely penetrates core enterprise workflows — turning productivity gains into real profits — then a lot of today's crazed investments will be vindicated by history. But if the growth of real demand moves slower than the pace the capital markets have already priced in, then a lot of what today represents "the future" of AI may end up as: piles of power-hungry GPUs generating insufficient cash flow.
The railroad changed the world. Railroad stocks still crashed. The internet changed the world. Dot-coms still littered the battlefield. AI will probably change the world too. But a technological revolution being real has never meant a bubble doesn't exist.