Good question...

And what do you do with them then??

Nope, Alchemy points (AP) can only be obtained by reading a book on the 16th multiple of Intelligence. how ever, int. can be obtained other ways.

And what you do with AP : AP can be used for creating and equipping scrolls to your pet, aiding them in battle.

More information on Scrolls , AP, And Int can be found Here