Here you expose how little you have thought about the constant need for human curators/gardiners of spatial GIS data

Not sure what I wrote to lead you to this conclusion.

My intention was mostly to highlight and juxtapose areas where an “AI” system can be superior to a human one (combing through thousands of datasheets quickly) to another where the human curated option is ideal without “AI” involvement (maps and tacos)

The takeaway that I didn’t spell out being that I don’t think it should be automatic / compulsory for every query. Users should, at a minimum, have a dedicated extra interaction before their query is parsed by LLM.