This is already underway.

My dog often gets misidentified as a restricted breed. This used to make apartment hunting difficult because, occasionally, the property manager would visually ID the dog breed as banned, I’d have to go to the vet and get paperwork, potentially gene testing, arguing she wasn't, it was a whole thing.

But, recently, the apartment I moved into had an online portal where I had to upload a photo and it would identify the breed to determine if it was approved.

I correctly assumed the portal was using an LLM for this purpose. I wrote a script which submitted different photos of my dog to the major LLM providers until it found a photo which all the LLMs would identify as the correct breed.

I simply submitted that photo and, as expected, passed with flying colors.