There definitely is software than can tell. Just upload any image to Gemini or ChatGPT or Claude or whatever is your favorite.

I have not yet seen any studies about the prevalence of false positives. Also, I think it is very likely that image generation tooling will quickly beat detection. It's not even going to be a contest.