Idk if you’ve seen the Michael Keaton Batman movies but I highly recommend them.

They’re not as realistic as The Batman, but they’ve got pretty much the same vibe, and actually The Batman has the same characters as Batman Returns. Batman Returns is way ‘artsier’ than The Batman, but it’s also extremely dark, and the villains (especially The Penguin) are very vivid.