Yes, that's what they'll tell you, but that doesn't mean they're right. If you've built any audio amplifiers, you know that capacitance on the power rail is a good thing, the lower the ESR the better, but as I said, it's for transient response and ripple reduction, not for proping up a deficient power system. They're not worth it if all you care about is SPL.