The light out of my cheapo ones are slightly dimmer than the old bulbs (I think it is mostly to LED bulbs not distributing the light as well as incandescent bulbsg, but the power savings is worth it.
I've compared mine side by side with some expensive bulbs my uncle had, his definitely put out more light, but they were like $4-5ea, so the tradeoff wouldn't be worth it to me.