Google has decided to collaborate with Taiwan’s MediaTek to develop its future-generation Tensor Processing Units (TPUs), a significant shift in the AI chip strategy of the tech giant. The new TPUs will be rolled out next year, The Information reports.
The partnership represents Google’s first move away from sole reliance on Broadcom, its long-standing sole supplier of AI chips. Google is not breaking, however, but will be augmenting, its relationship with Broadcom to diversify its sources of supply.
Cost Efficiency Triggers Strategic Change
Cost-effectiveness seems to be the main reason for Google’s choice. MediaTek has been reported to be price-competitive relative to Broadcom, enabling Google to improve its AI capability without necessarily incurring higher costs. The close relationship of MediaTek with Taiwan Semiconductor Manufacturing Company (TSMC), the world’s largest chip manufacturer, also makes MediaTek a more attractive potential partner.
“This is a natural progression from a cost and strategic perspective,” said Sarah Chen, a semiconductor analyst. “Google needs to grow its AI infrastructure very rapidly on a cost-contained basis, and to have multiple suppliers gives them flexibility.”
Next-generation TPUs will enable Google’s ubiquitous AI infrastructure for in-house research as well as cloud services to users. That is happening while competition is getting fiercer in the AI chip market as incumbents like Nvidia, OpenAI, and Meta fight for the top.
Maintaining design capability in-house
Despite this latest alliance, Google still continues its development of home-grown AI server chips. Last year, Google released its sixth-generation TPU as an alternative to using Nvidia chips in-house and to its cloud clients.
Google incurred an estimated $6 billion to $9 billion of TPUs alone in 2023, according to estimates, a testimony to the tremendous expenditure by the company on AI infrastructure.
The MediaTek partnership would probably give Google more control over TPU design while reducing its dependence on Nvidia’s more sought-after processors. The strategic partnership allows Google to customize its chips to be more specifically tailored to its own unique AI workloads and requirements.
Industry-Wide Implications
Google’s decision to work with MediaTek is one of a series of big trends in the technology industry. As AI abilities become increasingly central to competitive success, companies are rethinking their supply chains and alliances to ensure they have the specialized hardware necessary to power advanced AI models.
“We’re seeing a paradigm change in the way technology firms design chips,” said Michael Rivera, Global Tech Insights technology strategist. “The old paradigm of relying on one supplier is being supplanted by more diversified relationships that give them more resilience and flexibility.”
For MediaTek, the partnership is a great opportunity to become a dominant player in the market for AI chips. The company has been largely focused on mobile processors so far, but through this partnership with Google, it can possibly step into the high-margin data center and cloud computing space.
Google’s new TPU investment arrives as the demand for AI processing power is booming. The runaway growth of large language models and other AI technologies has placed unprecedented stress on specialized chips to handle computationally intensive AI workloads.
By broadening its supply relationships, Google is positioning itself to better meet this growing demand while maintaining control over its technology roadmap. The partnership with MediaTek allows Google to continue to push the boundaries of AI capability while potentially reducing cost and increasing output capacity.
Industry observers think that this action could encourage other tech titans to take similar actions in order to lock down their AI hardware supply chains. As competition in the AI market continues to intensify, access to leading-edge chips will increasingly play a critical role in deciding which firms can deploy and scale their AI solutions effectively.
The first MediaTek-produced TPUs will be available in Google data centers in 2026 as a new milestone in the company’s AI infrastructure strategy.
