The hyperscalers won’t be toppled
It would be a mistake to think neoclouds will replace Amazon Web Services, Microsoft Azure, or Google Cloud. That’s not happening. The hyperscalers also benefit from the AI boom, and they have enormous advantages in enterprise relationships, global infrastructure, platform services, security, compliance, and ecosystems. Their revenue growth shows that enterprises are still buying cloud services from them at massive scale.
However, demand for AI infrastructure is expanding faster than any single class of provider can absorb. Hyperscalers will capture a large share of this market, but not all of it. Neoclouds will continue emerging because the market needs more capacity, specialization, and options. Over the next two to three years, I expect many of these neocloud providers to inflect sharply. Revenue will rise quickly for those that secure hardware, power, and customers. Some will become acquisition targets. Some will fail because they overcommit, underdeliver, or discover that running AI infrastructure at scale is harder than raising the money to build it.
The most interesting outcome is not a world where neoclouds beat hyperscalers. It is a world where enterprises use both. General-purpose workloads, data platforms, application modernization, and enterprise integration may remain with the big cloud providers. Specialized training and inference workloads may move to neoclouds when economics, availability, or performance make sense.
