As others pointed out, AMEX has supported this for a while - I get texted almost instantly with any transactions on my card. I believe their mobile app also supports notifications, but I prefer SMS for this.

I only wish my bank (Wells Fargo) supported SMS alerts for transactions - if there's one thing I don't mind getting frequent notifications about, it would be this.