At work(Caterpillar) we have 4 fluted tap extractors. They work ok as long as the Tap isn't super tight in the hole. They're kinda pricey online---seem to be in the 20 some buck range.

We also have tap burners at work but it's mainly the machine shop that uses them...not us in Maintenance.