Google's release of its Gemini 3 large language model (LLM) in November—trained primarily on the company's in-house TPU chips and performing at or above the level of OpenAI's ChatGPT—has become a catalyst for a broader strategic push. According to overseas reports, Google is now using its newest advances in AI models to pitch major clients, including Meta, on deploying TPU-based systems inside Google-operated data centers.

