I haven't ridden below 18-20F, but my cold weather outfit should hold up at lower temps. I'm often a bit sweaty when I get to work.
I was going to try today (12F with 25mph winds when I left the house) but the snow-covered roads caused me to drive in instead. I was planning on wearing my normal outfit but using my ski helmet and ski goggles instead of bike helmet and naked eyes.