There's talk about Microsoft SoCs on their own products, much like Apple does the M1 SoCs.
These Microsoft SoCs would be used in Surface devices and likely have dedicated AI hardware. Again, much like Apple.
If we're talking about specialized models, not one generic LLM for everything a la GPT4, they might not have to be THAT big and could run on reasonably powerful devices.