I suspect the tough part of whatthefont isn't so much the visual search but having a large database of labelled fonts. There are other services that does this

I suspect the tough part of whatthefont isn't so much the visual search but having a large database of labelled fonts. There are other services that does this but personally I've always heard good things about whatthefont.