> will management accept losing that because of increased scrutiny

If they don't then they're stupid

This has been the core of my argument against LLM tools for coding all along. Yes they might get you to a working piece of software faster, but if you are doing actual due diligence reviewing the code they produce then you likely aren't saving time

The only way they save you time is if you are careless and not doing your due diligence to verify their outputs