There must be a set of projects which are cost prohibited now due to having to pay humans but will become feasible exactly because of this tech. For a good portion of these, higher-than-human error rate will also be tolerable or at least correctable via a small degree of human intervention.
There's also increased variance in human accuracy. You might train 100 but 10k people? A model is consistent all the way.
It only works the opposite way, where machines and AI handle the trivial cases and humans handle the non-trivial ones. Many people actually genuinely like to solve hard problems which require thinking and skill, most people strongly dislike mundane repetitive tasks.
Makes total sense to me.
Human first scenarios will be more rare. And probably where the human has to do it by law. Made up example: border control checking passport photos match face. Human checks and if they click OK then AI double checks.
But when the AI is capable of something the person can't do (like Stable Diffusion creating images compared to me) the AI should take first chair.