Prices will go down one way or another. That is of course unless the market gets cornered by restricting model use, restricting supply of essential hardware components or raw materials to make this hardware, etc.
In terms of running the model locally vs a service provider, that will be down to convenience more than anything else for the same reason why not everyone is hosting their own website at home on their own box.