I assume the Op, being a programmer and not a car mechanic, just assumed they mean the same thing.
The entire discussion here about how AI undercuts luxury brands has absolutely nothing to do with the actual post.
It would be somewhat odd to specialize in both American and European luxury cars. It'd be significantly less odd to service a RR and a BMW 3er next to each other.
A BMW owner has fussier standards (on average) than a Toyota owner. The 'higher touch' a service you're trying to provide, the less welcome these interventions will be. If there's a distinction between a normal-car garage and a luxury-car garage, this probably comes down to some sort of licensing or certification from those luxury brands. Seems plausible to me that luxury brand X could stipulate things like availability of human contact points.
Re: not being a car mechanic, it's true, but I'll have you know that I replaced my own blower motor a few months ago :)
This garage is for those older cars and has no connection to the actual manufacturers, so there is no licensing required.
I agree with you on the dealership dynamics though.
Jaguar-of-Theseus
Bingo.
You can't get away with AI slop in a service oriented for wealthy customers.
The day my dealership starts answering me with AI they lose a customer 100%.
This solution screams "built by a tech bro with no idea about economics and marketing" which is the VC playbook into modernizing (and failing) businesses they don't understand.
OP's brother is by all accounts running a successful boutique workshop, but the various luxury annotations were completely unnecessary and just detract from the actual project. If they do want to lean into the luxury segment, being cheap with AI receptionists is not the way to go. They need to hire actual staff who has experience with HNW individuals.