Just to confuse you more, Ah is a unit of electric charge which may be considered a measure of capacity, but only for a specific cell/battery potential.
A single 3500mAh 18650 cell should supply 3.5A for one hour at a nominal 3.7v
A single 3500mAh AA cell should supply 3.5A for one hour at a...