It is pretty simple to summarize the constraints of your codebase and ask for a conceptual solution, I find this much more useful than generating code.

Similarly, I've saved hours or days on bug investigations by describing the bug and letting gpt guess why I couldn't reproduce it, and it was right.

I can certainly believe a significant productivity drop.