From reading the blog post, it is essentially exactly the same as the car example. It delivers the same performance on tasks, but using 40% fewer tokens. This is the same as a car getting you to the same destination but wasting less energy on excess heat, wind resistance, or whatever else affects fuel economy (I am not an expert, obviously). I am paying for an LLM to complete tasks for me, not for the intermediate tokens.