Improved in most cases means 3 things.
1 a factory cartridge can be fire formed to the improved dimention .
2 the improved case will be of higher volumn.
3 in most cases the improved case will have a sharper shoulder angle for a more positive head space.
on some old design chamberings , the neck taper lead to case stretching , 22 hornet for example,
going with an AI version gives more powder capacity & reduces the stretching, leading to longer case life..