You get privacy if you're a big corporation that needs to make sure OpenAI/Google/Anthropic can't read your trade secrets etc.
But those contractual privacy protections have been in place for a long time. It doesn't have anything to do with AI, it's been the same with Office365, Google Docs, etc.
LocalLLM enthusiasts exist for a good reason.