If code must be correct, and review time is not free, and review time is costlier than code time, why not just ...

... write the code yourself?

I 100% agree, and do, but it's an answer to the GP's question (why generated code language matters)

I think many many people just skip the "review" step in this process, and assume they're saving time. It's not going to end well.