penultimate / ultimate
Next to last versus last, or utmost.
Penultimate means next to last: the penultimate page. Ultimate means last, or utmost: the ultimate page; the ultimate test. Do not use penultimate for best or final.
Examples
Use the penultimate chapter
Use the ultimate chapter
Avoid the penultimate prize (If you mean the top prize.)