Most loading manuals have cartridge drawings and many show some AI versions,so you can compare.
What PO did was make a different chamber reamer with the juncture of the neck and the shoulder in the same place,but the juncture of the shoulder and the case body is moved forward by increasing the shoulder angle to 40deg.
Typically the case body taper is reduced,making a straighter case.
The juncture of the neck. and shoulder provides a headspace feature to hold the brass against the bolt face.
So a standard load is fired in an AI chamber,no problem,and what comes out is an AI case.In hotrodder terms,bored and stroked comes pretty close.
There will be some increase in case capacity,and some increase in performance,and some suggested improvements in brass life.
Some cartridges that gain from AI might be the .250 sav,.257 Rob,7x57,280 and 30-06 (in heavier bullets)
One does have to go through the fireform process,and it should not be assumed an AI reamer can just be run in a standard chamber and you are good.It has to do with a full chamber cleanup and having that little headspace feature come out just right.A short chambered rifle or setting back the bbl a bit or a new bbl might be options.
It is something that works,I like my .257 AI,but the AI is not for everyone.
There are standard cartridges to do anyting well today.Still,if you are a little oldschool and want to fool with it,you may really like it.