The useful question now is not whether AI will matter—it already does—but how quickly customers will pay enough for inference, agents and automation to support data-center, chip and power commitments being made today. The answer will shape valuations across technology, utilities, real estate and credit markets.

For business owners, this is the moment to distinguish durable productivity from speculative capacity. Watch enterprise adoption, inference prices, utilization rates and whether AI revenue begins to grow faster than the capital bill.