Alphabet's AI empire: Gemini models, DeepMind research, custom TPUs, and a hyperscale cloud.
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Google, under parent Alphabet, is the only company that is simultaneously a frontier lab (Google DeepMind), a hyperscaler (Google Cloud), and a chip designer (TPUs). Its Gemini models power consumer products reaching billions of users, while Vertex AI distributes them to enterprises. Google invented the transformer architecture that underpins modern AI, and its vertically integrated TPU stack makes it the strongest structural rival to the NVIDIA-centric ecosystem.
Founded in 1998 by Larry Page and Sergey Brin, Google built the modern internet's dominant search, advertising, video, and mobile platforms before becoming an AI-first company. Its researchers published the 2017 "Attention Is All You Need" paper that introduced the transformer, and its 2014 acquisition of DeepMind — merged with Google Brain in 2023 to form Google DeepMind under Demis Hassabis — gave it one of the deepest research benches in the field.
The Gemini family is Google's frontier line, spanning ultra-efficient Flash tiers to flagship reasoning models, alongside Veo video, Imagen image, and Gemma open-weight models. Distribution is Google's structural advantage: Gemini ships inside Search (AI Overviews and AI Mode), Android, Workspace, and Chrome, while Google Cloud's Vertex AI serves enterprises.
Google designs its own Tensor Processing Units, now in their seventh generation, and is the only frontier lab training flagship models entirely on in-house silicon. That stack has become an export: Anthropic contracted for up to a million TPUs, and Broadcom co-designs the chips. Alphabet is also a major Anthropic investor, and its 2024 licensing deal with Character.AI brought transformer co-inventor Noam Shazeer back to lead Gemini work.
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