This is exactly it. There wasn't any complex logic. Just making sure the right fields were mapped, some renaming, and sometimes some more complex joins depending on the incoming data source and how it was represented (say multiple duplicate rows or a single field with comma delimited id's from somewhere else). I would have much rather scanned the LLM output line by line (and most would be simple, not very indented) then hand writing from scratch. I do admit it would take some time to review and cross reference, but I have no doubt it would have been a fraction of the time and effort.