iOS already has app with LLM running locally on iPhone: https://apps.apple.com/gb/app/mlc-chat/id6448482937

I've also tried a few Android LLM apps, all running more than 30min.

Current LLM models are not running constantly on the phones to drain your battery. They just run when responding to a prompt. It by no means consumes more battery than a heavy game.