In case I'm not making sense, imagine if OpenAI made an iOS/Android app with subscription, what chance does a new piece of hardware have to compete against that low-friction install base?

Only after getting the users should smartphones be replaced with a bespoke device. The only need for doing the device first is if the service is effectively commoditized so need to differentiate somehow.