IMO the benefit of a local LLM on a smartphone isn't necessarily compute power/speed - it's reliability without a reliance on connectivity, it can offer privacy guarantees, and assuming the silicon cost is marginal, could mean you can offer permanent LLM capabilities without needing to offer some sort of cloud subscription.