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Google to supply up to 1 million AI Chips to Anthropic; What does this mean for the AI ​​race?
Samira Vishwas | October 25, 2025 2:24 AM CST

New Delhi: Alphabet Inc.’s Google has announced a monumental deal to provide up to 1 million of its custom AI chips, known as tensor processing units (TPUs), to Anthropic PBC, a rapidly growing artificial intelligence startup. Valued at tens of billions of dollars, the agreement not only provides Anthropic with expanded computing capacity but also strengthens Google’s role as a key investor and infrastructure partner in the booming AI. sector.

Slated for deployment in 2026, these TPUs are expected to bring more than a gigawatt of computational power online, offering Anthropic a significant advantage in training and running large language models. By tapping into Google’s specialized chip technology, the startup reduces its dependency on expensive and scarce GPUs, accelerating the development of its Claude AI family.

What Is Anthropic?

Anthropic PBC is an artificial intelligence company that focuses on creating safe and reliable AI systems. Founded by former OpenAI researchers, the company develops large language models, including the Claude family of AI systems, which compete directly with OpenAI’s GPT series. Anthropic has attracted major investments from technology giants like Google and Amazon, as well as venture capital firms, reflecting confidence in its AI innovation and long-term growth prospects. The startup aims to prioritize AI safety and ethical deployment while advancing the capabilities of next-generation machine learning models.

Why This Deal Matters?

The scale of the Google-Anthropic partnership underscores the escalating costs and technological demands of creating cutting-edge AI systems. With AI becoming a cornerstone of digital innovation, companies are investing heavily in infrastructure to maintain a competitive edge. Krishna Rao, Anthropic’s Chief Financial Officer, described the deal as a crucial step in “defining the frontier of AI,” highlighting the startup’s commitment to scaling its compute capabilities.

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Anthropic’s Funding and Valuation Surge

Anthropic has been at the center of major investment rounds this year. Google has already invested approximately $3 billion in the company—$2 billion in 2023 and $1 billion earlier this year—while Amazon, another key investor and cloud provider, has pledged up to $8 billion. The startup recently completed a $13 billion funding round led by Iconiq Capital, Fidelity Management, and Lightspeed Venture Partners, bringing its valuation to an impressive $183 billion.

These investments indicate strong confidence in Anthropic’s AI models and underline the growing financial stakes in the AI ​​arms race, particularly in competition with OpenAI’s GPT series and Google’s own Gemini. AI systems.

google TPUs are expected to bring more than a gigawatt of computational power online.

TPUs vs GPUs: A Strategic Advantage

TPUs are Google-designed chips optimized for machine learning workloads, particularly large language models, providing an edge over conventional GPUs in efficiency and scalability. By integrating these units into Anthropic’s infrastructure, the startup gains access to some of the most advanced chip architecture available, enabling faster training, deployment, and iteration of AI systems.

Market Reactions and Cloud Dynamics

The announcement immediately impacted the stock market: Google’s shares saw a rise, while Amazon—both a competitor and partner for Anthropic—experienced slight declines. Amazon currently supplies Anthropic with its own custom chips through AWS, making the TPU deal a strategic shift in Anthropic’s cloud and hardware partnerships.


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