Google explores Samsung partnership for AI chip production amid TSMC capacity shortage. MediaTek shifts to system-level AI hardware targeting Google and Musk projectsGoogle explores Samsung partnership for AI chip production amid TSMC capacity shortage. MediaTek shifts to system-level AI hardware targeting Google and Musk projects

MediaTek’s AI Pivot and Google’s Samsung Partnership: Inside the TSMC Capacity Squeeze

2026/06/16 02:09
3 min read
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Key Takeaways

  • MediaTek is pivoting from traditional chip design to comprehensive system-level AI hardware solutions, pursuing opportunities with Google’s TPU and AI infrastructure projects linked to Elon Musk’s ventures.
  • TF International Securities analyst Ming-Chi Kuo notes this strategic transformation won’t significantly affect MediaTek’s financials in the immediate two-year window but establishes groundwork for future expansion.
  • Google is pursuing discussions with Samsung for manufacturing components of its upcoming AI processor, designated Icefish, as TSMC faces capacity constraints.
  • The Google-Samsung negotiations underscore the intense competition for advanced AI chip fabrication, forcing even premium clients to seek alternative manufacturing partners.
  • MediaTek’s expansion into system-level solutions aims for 40–50% gross margins using an asset-light approach, outsourcing production while maintaining control over design and quality assurance.

MediaTek is undertaking a significant transformation in its artificial intelligence business model, moving beyond traditional semiconductor design toward comprehensive system-level hardware solutions. The Taiwanese technology firm is pursuing two strategic opportunities: managing printed circuit board assembly for Google’s Tensor Processing Unit and developing rack-level infrastructure for AI companies associated with Elon Musk.


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According to Ming-Chi Kuo from TF International Securities, this strategic realignment represents a fundamental business evolution rather than a short-term revenue initiative.

Dual-Track Approach: Pursuing Google and Musk-Connected Ventures

These two strategic pathways present distinct characteristics and challenges. Google operates an established and mature hardware manufacturing network, making MediaTek’s prospects for securing premium rack-level integration contracts somewhat limited.

MediaTek’s more viable entry into Google’s ecosystem lies at the circuit board level, beginning with the tenth-generation TPU processor codenamed Icefish.

The opportunity with Musk-affiliated enterprises presents a contrasting scenario. These organizations are currently developing proprietary AI processors at commercial scale, and their rack assembly infrastructure remains in nascent stages.

MediaTek’s financial model for this segment targets gross profit margins between 40% and 50% by maintaining leadership in design and validation processes while delegating actual manufacturing to third parties, ensuring operational efficiency.

Google Explores Samsung Partnership Amid TSMC Production Constraints

Simultaneously, Google is reportedly negotiating with Samsung to produce a memory input-output component for the Icefish processor. TSMC would continue manufacturing the primary computational core utilizing its cutting-edge 1.4-nanometer fabrication technology.

Wedbush Securities analysts suggest the Samsung discussions primarily stem from constrained manufacturing capacity at TSMC rather than signaling dissatisfaction with their services. Essentially, the extraordinary demand for advanced AI semiconductor production has reached levels where even flagship customers like Google must diversify their manufacturing partnerships.

Employing Samsung introduces operational complexities. Distributing chip fabrication across multiple foundries increases coordination challenges and potentially impacts production yields and economic efficiency.

For Google, the objective centers on guaranteeing adequate supply to support expanding AI infrastructure requirements. For Samsung, this opportunity represents a pathway to secure additional high-value foundry contracts.

Kuo’s broader analysis suggests MediaTek’s current ASIC chip design operations may experience deceleration within two to three years as the semiconductor industry transitions toward emerging architectures. This potential headwind underscores why the system-level expansion represents a strategic imperative, despite contributing minimal near-term revenue growth.

The most significant near-term indicator will be whether MediaTek secures qualification contracts for the TPU v10 Icefish processor. Regarding the Musk-affiliated ventures, specific implementation timelines remain undefined.

The post MediaTek’s AI Pivot and Google’s Samsung Partnership: Inside the TSMC Capacity Squeeze appeared first on Blockonomi.

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