For my test I used screenshots to ensure no metadata.

I mentioned this in another comment but I was a part of an AI safety fellowship last year where we created a benchmark for LLMs ability to geolocate. The models were doing unbelievably well, even the bad open source ones, until we realized our image pipeline was including location data in the filename!

They're already way better than even last year.