That's almost certainly illegal in many jurisdictions, and they'd definitely not be able to hide that they're doing it indefinitely. A sure way to be massively sued.
"Cupcakes in London" is not a good example since it's directly asking for advertising. Ads in more information-oriented prompts would be much easier to spot, for example looking for out of context brands and products.