The paper focuses on "intelligence per watt (IPW)", as a way to compare SLMs vs LLMs.

What might happen is that a chunk of the market, whatever its size will be, will end up going to SLMs run on iphones or Macbooks, and eat some of the revenues from LLMs, because not everyone needs the most powerful LLM all the time.