hyperscaler
A massive cloud provider (AWS, GCP, Azure) that operates at planetary scale with millions of GPUs and data centers worldwide.
Think of it like
The electricity grid—pervasive, invisible, enables everything else.
Example
AWS, Microsoft Azure, Google Cloud. They have more compute than most nations. AI providers train models on their infra.
How it actually works
Hyperscalers are becoming AI players in their own right. Azure/OpenAI partnership, Google's Gemini, AWS's Bedrock. They own customer relationships, billing, and compliance. For AI labs, training at hyperscaler scale is necessary; for users, hyperscalers offer consolidated services.
For product teams
Hyperscaler backing means compute availability and compliance support; adds moat.
For engineers
Massive parallel infrastructure; optimized for LLM training and serving.
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