Originally Posted by Ferus

Shot answer: Yes

Long Answer: It can optimize the quality of the image, by adjusting the quality to a web-quality setting, resulting in a lower file-size

If you have a very high quality image, it can save a lot of space. But it the image is already of a low/middle quality, there is little it can compress/optimize