I think the signature noisy, crowded, HDR-y look shows these posters are being spat right out of a diffusion model. They always have an image background with the classic light halos around text.
When I one-shot a poster out of Gemini or whatever, I can't make anything nearly as bad as the ones I see every day. What on earth are people even using to make stuff that bad?