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Meta in Talks to Buy Billions in Google AI Chips, Upending AI Hardware Race

Meta is reportedly negotiating with Google to spend billions on AI chips, setting the stage for a massive shift in data center tech and AI infrastructure leadership as early as 2027.

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Deal Offers Google Edge Over Nvidia in AI Chip Market

Meta, the company behind Facebook, Instagram, and WhatsApp, is negotiating a multi-billion-dollar agreement with Google  for custom AI chips, signaling a major shift in the tech landscape. If finalized, Meta will start using Google’s tensor processing units (TPUs) at its global data centers by 2027, according to sources familiar with the discussions.

Sources say Meta also plans to lease Google’s TPU computing power as early as next year. News of this possible deal created major ripples in the tech industry, which has seen fierce competition and supply shortages for high-performance AI chips.

  • Meta wants Google’s TPUs as an alternative to Nvidia  GPUs, now the gold standard powering advanced AI applications.
  • Google is pitching these custom TPUs as more secure and potentially cheaper than Nvidia’s offerings.
  • The Information first reported the breaking news on Monday, creating buzz among industry watchers, investors, and rival firms.

What’s at Stake for Meta and Google?

Meta’s motivation is clear: the company needs vast computing muscle to train AI models for its more than three billion daily users. In 2022 and 2023, Meta spent heavily to buy Nvidia’s advanced processors. Now, the company is exploring ways to diversify its supply chain and potentially save cost as its infrastructure spending skyrockets.

For Google, landing this deal could prove a huge win by validating years of investment in custom silicon and potentially earning billions in new revenue.

  • Google’s TPUs, usually available through Google Cloud, would now be deployed directly in Meta’s own data infrastructure – a change in Google’s business model.
  • Google’s leaders have reportedly set the ambitious goal of capturing 10% of Nvidia’s revenue via its AI hardware sales.

Nvidia and Market Reaction

The announcement had an immediate market impact:

  • Nvidia shares dipped by as much as 3.4% in early trading.
  • Alphabet shares, meanwhile, jumped over 2%.

Nvidia has dominated the AI chip market, but mounting demand and persistent chip shortages have left even giants like Meta looking for alternatives. Google’s improved “Ironwood” TPU, released this year, claims to be four times faster than its predecessor and far less power-hungry—a key selling point given the explosive growth of AI workloads and energy use.

Why This Matters for the Future of AI

Moving away from a sole reliance on Nvidia may help Meta avoid bottlenecks and maintain the pace of AI innovation. Experts say Meta’s willingness to spend billions signals how seriously it’s investing in AI to improve everything from content recommendation to generative chatbots and advanced ad targeting.

Smaller AI players and tech startups could also benefit if Google’s push creates price competition and expands hardware choices for the rest of the industry.

  • If Google’s offer proves successful, it may push other cloud providers and hardware manufacturers to enter the game.
  • This deal could set a precedent for custom silicon adoption across the sector.

What Comes Next?

Neither Meta nor Google offered official comments, and sources stress talks are ongoing and a deal isn’t guaranteed. However, the timing aligns with Meta’s previously announced $600 billion plan to expand US data center infrastructure and foster new jobs over the next three years.

With an agreement possible as early as 2026 to begin renting chips and a 2027 target to house custom Google TPUs in Meta facilities, this story is still unfolding. The implications for future AI-powered services, chip market leaders, and cloud strategy are vast.

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Meta in Talks to Buy Billions in Google AI Chips, Upending AI Hardware Race
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