- it invented numbers (they were erroneous) - it told me that given the nature of LLMs he cannot name his sources nor give me a link to it.

This make your statement quite unlikely. Can you link us to the stats directly?

Not sure if I would call all of those moderately priced areas, either. Some of those at least are the most expensive in the country.