Alphabet has solidified its position as a frontrunner in custom AI silicon with its internally developed Tensor Processing Units (TPUs). First deployed over a decade ago, these ASICs now underpin most of the company’s core operations, from model training to inference across Google Search, Cloud and Waymo. In late 2025, Anthropic placed a $21 billion order for TPU capacity through Google Cloud, underscoring enterprise confidence in Alphabet’s custom chip roadmap. This strategic vertical integration reduces reliance on third-party GPUs and secures preferential manufacturing via partners like TSMC.

Morgan Stanley analysts estimate that each deployment of 500,000 TPUs generates approximately $13 billion in revenue for Alphabet. The consensus forecast calls for roughly 5 million TPUs in service by 2027 and 7 million by 2028, highlighting a multi-year growth runway for Google Cloud’s AI segment. To support this demand, Alphabet has outlined plans to increase capital expenditures on data-center infrastructure by double-digit percentages through 2026, ensuring capacity expansion keeps pace with enterprise adoption.

Alphabet’s ‘Ironwood’ initiative—its next-generation TPU architecture—aims to drive inference costs toward zero through combined gains in chip efficiency, proprietary energy management and massive data-scale amortization. Equity research models targeting fiscal 2026 anticipate potential upside scenarios of 35% under base-case roll-out and 90% in accelerated adoption, reflecting a durable moat built on seamless integration of silicon, software and infrastructure.

Gemini, Alphabet’s flagship large language model service, has surpassed 650 million monthly active users and processes over 7 billion tokens per minute. Beyond free access, Alphabet offers two premium subscription tiers—Gemini Plus and Gemini Advanced—designed to capture recurring revenue. Corporate users can upload proprietary data and configure custom AI assistants, positioning Gemini as both a sticky productivity tool and an emerging SaaS revenue stream for the company.