How is local more private? Whether AI runs on my phone or in a data center I still have to trust third parties to respect my data. That leaves only latency and connectivity as possible reasons to wish for endpoint AI.
You’re trusting the third party at training time, to build the model. But you’re not trusting it at inference time (or at least, you don’t have to, since you can airgap inference).