Hyperscaler Glossary
A hyperscaler is a company that operates computing infrastructure at enormous scale: data centers, cloud regions, networking, power contracts, storage, GPUs, custom chips, and the operational staff to keep all of it running.
Amazon, Microsoft, Google, Meta, Oracle, and increasingly AI-native infrastructure operators occupy this category. In the frontier-AI period, the word also reaches toward labs and affiliated infrastructure companies whose model capability depends on hyperscale compute: OpenAI through Microsoft Azure, Anthropic through Amazon/Google/xAI compute relationships, xAI through Colossus and related infrastructure, and so on.
Hyperscalers are powerful because scale creates advantages: cheaper hardware procurement, higher utilization, specialized cooling, redundancy, security teams, custom inference stacks, and the ability to finance enormous training runs.
The sovereignty problem is not that hyperscalers are useless. The problem is that they are useful enough to become the default substrate for everyone else’s cognition.