Depends, the large ones find some ways around the tax. The small ones even tiny ones, pay at the lowest rate (30%) plus state corp. income tax. There are two unavoidable bad consequences: economic distortions from trying to avoid the tax and lots more power for incumbent pols who dole out tax breaks.
The problem isn’t just the tax rate but also corporate welfare.