People are already wary of hosted LLMs having poisoned training data. That might kill them altogether and push everyone to using eg Qwen3-coder.
People who are aware of that and care enough to change consumption habits are an inconsequential part of the market.
You combine this with Apple pushing on device inference and making it easy and anything like ads probably will kill hosted LLMs for most consumers.