I built this concept a few weeks ago even - not nearly as good though, I used wiki data plus LLMs for most of the data sourcing and reverse geo coding but the dataset here seems a lot cleaner.
I try to do my own thing and hope for the best. I rely both on my own principles and standards + Feedback from the community so that it gets quality tested many many many times.