You're simply pointing out that most people who use AI today expect interactive speeds. You're right that the point here is not raw power efficiency (having to read from storage will impact energy per operation, and datacenter-scale AI hardware beats edge hardware anyway by that metric) but the ability to repurpose cheaper, lesser-scale hardware is also compelling.