Google's Ironwood TPU vs Nvidia: The AI Chip Battle and Investment Implications

#AI chips #Google TPU #Nvidia GPU #AI competition #investment analysis #supply chain #energy infrastructure
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Google's Ironwood TPU vs Nvidia: The AI Chip Battle and Investment Implications

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Google’s Ironwood TPU vs Nvidia: AI Chip Competition and Investment Insights
Research Findings
  • Google’s TPU Progress
    : 7th-gen Ironwood offers 4x performance boost, supports 9,216-chip pods, and secured Anthropic’s 1M-chip order (1GW compute). Its closed architecture provides efficiency but lacks CUDA compatibility.
  • Nvidia’s Dominance
    : 92% AI chip market share, Q3 2025 data center revenue $51.2B, Blackwell GPU delivers 2.5x training/15x inference gains. CUDA ecosystem with 4M+ developers is a key moat.
  • Competition Dynamics
    : Both race on compute efficiency; Google’s TPU is optimized for specific workloads, Nvidia’s GPU is universal with global supply chain.
Social Media Perspectives
  • Reddit
    : Focus on AI industry competition—Google’s TPU+OCS architecture优势 but依赖Nvidia GPU for flexibility.看好算力供应链 (LITE, 旭创, 胜宏) and NAND闪存.利空话语权低的软件公司.
  • Xueqiu
    : “强大的谷歌,不等于颠覆NV”—Gemini 3’s strength underscores compute demand, but TPU’s closed stack limits adoption. Nvidia’s CUDA and supply chain keep it dominant.建议关注算力硬件核心资产 and energy infrastructure (供电瓶颈).
Investment Implications
  • Supply Chain
    : Lumentum (LITE) benefits from OCS demand; Chinese suppliers 旭创 and 胜宏 for光模块/PCB.
  • Energy
    : Bloom Energy addresses AI’s power needs (供电瓶颈).
  • Long-term
    : Nvidia’s ecosystem remains strong; Google’s TPU adds competition but doesn’t displace NVDA yet.
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