Most people are convinced LLMs can do this.

Cal AI, which claims to generate a nutritional breakdown based off a photo, has $30 million in annual recurring revenue.

... Bloody hell. I mean that's basically fraud, surely. It is _not possible to do this even vaguely accurately_.