AI Applications that need engineering and expertise?

I'm seeing a lot of AI projects being picked up and run by people without any AI or CS knowledge, or even any technical background. They "stick it into the LLM and it works"...

Maybe these will crash and burn, but can folks identify the characteristics of an AI project that mean that it needs an expert running it and some smart engineers doing it?