This question pops up an awful lot, but to be honest, it is not really correct.
Generally, it is meant for things regarding aerodynamic drag – here it is really incorrect to talk about a specific watt saving without specifying a set speed. The same upgrade – same change in CdA means radically different power savings at different speeds. For example, a 0.04m2 CdA reduction saves 1.5W at 30km/h, 3.5W at 40km/h and 8W at 50km/h due to the non-linear nature of aerodynamic drag.
Therefore, while “2W saved at 30km/h” might not sound like much, but it is actually quite a lot, and “2W saved at 60km/h” is a very marginal difference.
Things are simpler when we talk about drivetrain losses and rolling resistance. These have a linear correlation to power output, respectively tire load and speed. These need to be specified to give you a correct understanding of the savings.