To make stuff fair - you'd have to cut all other taxes or institute this one.
(I'd prefer no taxes, but that's never going to happen)
This is Econ 101. Draw some supply-demand curves, compute total profit, increase costs, and see how the optimal point moves on the curve.
Historically companies do raise prices as cost to produce increases.