Sure, that's the basic idea of targeted advertising. And it works well. Google, Meta etc are making billions that way. I believe this can be translated into AI. And as a bonus they can exploit a few more psychological effects. Like make it sond like a recommendation from a friend (your AI companion), or have it nudge you so you'll think buying it was your idea...