[tmountain]

I don’t see a difference regarding the work required. If the results are coming from a chat interface or an API, the same problems exist.

There aren’t any tools that I know of that can validate that GPT has correctly interpreted the prompt without any problems related to subtle (or overt) misunderstandings.

This being the case, there’s a lot of back and forth and careful validation necessary before anything ships.