I get prompted to save a PDF and have options to save it, save it elsewhere and other options. No matter which option I select, the file is never saved.
Open the downloads panel. If you PDF is listed there, open the containing folder. By default, it will go straight to your Downloads folder. In Settings,,Downloads you can have the panel open automatically on downloading a file.
You can also opt to choose a location for each download.