One key is whether you're willing to give up live TV. If you have to pay >$50/month for essentially a streaming cable bundle, you've cut way into your savings by cutting the cord especially if you had some sort of internet/cable or internet/cable/phone bundle.

I dropped phone and cable a while back and it saves me quite a bit of money overall but I do lose some things because of it.