Now that we understand why we need to get photos (and even stock images) ready for the web, we're going to use Adobe Lightroom to make it happen.
Adobe Lightroom comes with a free trial, and is well-worth the $9.99/mo for Lightroom, Photoshop and Bridge from Adobe (Bridge is an image-organizing product).