Most likely the Map block is not active on your site. Go to [studio -> pages -> persons -> view profile] and activate the corresponding Location block (there are usually two of them - one for text and one for map)

Well I have seen where the issue is. Person has 2 boxes for location while Organizations has one.

However, I am not using the picker for Persons but only for Organizations and I discovered only box for Org has code with "entity_location" 

I have changed it to "location_map" following the format in "Person Module" so it's now displaying.

Last thing is that it cannot be zoomed enough to display towns. It's only showing big cities.

How do I make it to show smaller towns?