Alphabet's Google is increasingly challenging Nvidia's dominance in the artificial intelligence chip market using its proprietary Tensor Processing Units (TPUs). This development follows reports that major Nvidia customers are discussing significant spending on Google's competing chips.

Nvidia customers, including Meta, are reportedly discussing spending billions on these TPUs. This growing competition has caused a recent, significant drop in Nvidia's market value.

Google validates its strategy through the performance of its latest AI model, Gemini 3.0. Custom TPUs power the Gemini 3.0 model.

Gemini 3.0 has reportedly outperformed OpenAI's GPT-5 in specific benchmarks. This performance validates Google's integrated approach to hardware and software, signaling a potential realignment in the AI industry's power dynamics.