In fact, Gemini was trained on, and is served, using TPUs.
Google said its TPUs allow Gemini to run “significantly faster” than earlier, less-capable models.
Did you think Google’s only TPUs are the ones in the Pixel phones, and didn’t know that they have server TPUs?