Or I could just have unguided missiles. These zeppelin-esque airships would be huge, slow-moving targets. I think that I'll have mobile artillery platforms that are conventional AA guns, but that some of my navy's larger ships (and maybe some specialized anti-airship ground defenses) would use rockets of some sort.

Even if they aren't guided.