A trick Apple currently plays with Siri and Maps is to keep personalized data on the local device, and factor it into results client-side. So my iPhone knows where I've been and what I've searched for, and can use that information, but it never ends up on a server. This is part of why they put such a big emphasis on their device-side neural chips.