Maybe ten to fifteen minutes per stage. Less if you're in a flow-state or experienced, of course.
If the game ships next year with the ability to save between stages, that alone would be a massive improvement. I can't think of another roguelike that has a similar restrictions. It's a bit of a buzzkill.