> It seems to me the value will be thinly spread while the costs are concentrated.

Won't the value will be concentrated in the few with the scale to build competitive AIs?

In a sense, costs are spread thinly across the content creators whose work has been stolen. (But of course, it is indeed incredibly concentrated in building datacenters.)